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Palanisamy TB, Arumugam M. Transcriptomic analysis reveals potential biomarkers for early-onset pre-eclampsia using integrative bioinformatics and LASSO based approach. Comput Biol Med 2025; 192:110203. [PMID: 40347801 DOI: 10.1016/j.compbiomed.2025.110203] [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: 08/06/2024] [Revised: 04/10/2025] [Accepted: 04/11/2025] [Indexed: 05/14/2025]
Abstract
Pre-eclampsia (PE) is a severe vascular disorder during pregnancy, significantly affecting maternal and fetal health worldwide. However, the exact molecular mechanism of its pathophysiology remains unclear, highlighting the need for reliable early diagnostic methods. Our primary aim of this study was to identify key genes (KGs) that may affect the outcome of patients with PE via integrated bioinformatics analysis. We analysed a gene expression dataset from the national center for biotechnology information (NCBI) sequence read archive (SRA) database and performed standard preprocessing steps, including quality assessment, trimming, genome alignment, and feature counts. Following this, normalization and differentially expressed genes (DEGs) were performed using Deseq2, which identified 781 DEGs were identified comprising 457 upregulated and 324 downregulated genes. Identified DEGs were significantly enriched in the cytokine interaction pathway and cellular calcium ion homeostasis. PPI network analysis revealed eight KGs (CXCL8, GAPDH, MMP9, SPP1, PTGS2, LEP, FGF7, and FGF10). These KGs were further found to be regulated by ten transcription factors (TFs), among which NF-kB1 and RELA consistently interact with all the KGs, and four microRNAs (miRNAs) such as hsa-mir-335-5p, has-mir-16a-5p, has-let-7b-5p, and has-mir-204-5p. The least absolute shrinkage and selection operator (LASSO) regression with 10-fold cross-validation (CV) confirmed all eight KGs may act as potential biomarkers based on their coefficients. Among these, GAPDH, SPP1, FGF7, and FGF10 emerged as novel biomarkers. Additionally, receiver operating characteristic (ROC) curve analysis for these novel biomarkers showed an area under the curve (AUC) of 0.869, demonstrating strong discriminatory power between the healthy and EOPE groups. The drug-gene interaction was performed by DrugMap database revealed an important interaction of GAPDH and FGF7 with FDA-approved drugs, indicating their therapeutic significance in PE. This analysis also facilitates drug repurposing for PE treatment.
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Affiliation(s)
- Tamil Barathi Palanisamy
- Department of Biotechnology, School of Biosciences and Technology, Vellore Institute of Technology, Vellore, 632014, Tamil Nadu, India
| | - Mohanapriya Arumugam
- Department of Biotechnology, School of Biosciences and Technology, Vellore Institute of Technology, Vellore, 632014, Tamil Nadu, India.
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2
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Selvakumar SC, Preethi KA, Ross K, Sekar D. The emerging role of microRNA-based therapeutics in the treatment of preeclampsia. Placenta 2024; 158:38-47. [PMID: 39361986 DOI: 10.1016/j.placenta.2024.09.018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/03/2024] [Revised: 09/09/2024] [Accepted: 09/28/2024] [Indexed: 10/05/2024]
Abstract
Preeclampsia (PE) is a pregnancy complication that is often diagnosed due to elevated blood pressure and proteinuria. Though current research focuses on the identification of novel biomarkers and therapeutic targets, still, there is a lack of clinical validation for the use of biomarkers and therapeutic targets for early diagnosis and treatment of PE. Several molecules are being studied for their potential role in PE. Among them, microRNAs are studied vastly for their role in the diagnosis, prognosis, and treatment of PE. But only a few studies are focused on the therapeutic efficacy of miRNAs in PE. Thus, the relevant articles were identified and discussed in this review. These studies provide evidence that miRNAs are indeed important molecules in PE that have the role of both therapeutic targets and therapeutic molecules. However, the studies are limited to in vivo an in vitro models, hence further studies are required to validate the complete potential of miRNA therapeutics. Long non-coding RNA (lncRNA) sponges, miRNA mimics, miRNA inhibitors, exosome-associated miRNAs, and several other molecules have been studied as miRNA-based therapeutics in PE. Thus, miRNAs are postulated to be potential therapeutic targets and miRNA-based therapeutics might pave the way for novel therapeutic approaches for PE.
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Affiliation(s)
- Sushmaa Chandralekha Selvakumar
- RNA Biology Lab, Saveetha Dental College & Hospitals, Saveetha Institute of Medical & Technical Sciences (SIMATS), Saveetha University, Chennai 600077, India
| | - K Auxzilia Preethi
- RNA Biology Lab, Saveetha Dental College & Hospitals, Saveetha Institute of Medical & Technical Sciences (SIMATS), Saveetha University, Chennai 600077, India
| | - Kehinde Ross
- School of Pharmacy and Biomolecular Sciences, Liverpool John Moores University, United Kingdom
| | - Durairaj Sekar
- RNA Biology Lab, Saveetha Dental College & Hospitals, Saveetha Institute of Medical & Technical Sciences (SIMATS), Saveetha University, Chennai 600077, India.
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3
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Kikuchi M, Murase H, Urata K, Ishige T, Nagata SI, Tozaki T, Kakoi H, Ishiguro-Oonuma T, Kizaki K. Evaluation of circulating miRNAs in mares approaching parturition. Domest Anim Endocrinol 2024; 89:106879. [PMID: 39191115 DOI: 10.1016/j.domaniend.2024.106879] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/12/2024] [Revised: 07/28/2024] [Accepted: 08/09/2024] [Indexed: 08/29/2024]
Abstract
Circulating microRNAs (miRNAs) are stable in body fluids and can serve as biomarkers for various diseases and physiological states. Although pregnancy-related miRNAs have been identified in various mammals, studies on parturition-related circulating miRNAs in mares are limited. Therefore, this study aimed to identify parturition-related miRNAs and examine their potential applications in the prediction of parturition date. miRNAs were extracted from the plasma of Thoroughbred mares 30 days (295-326 days pregnant) and 5 (323-352 days pregnant) - 0 (328-357 days pregnant) days before parturition, followed by small RNA sequencing (small RNA-seq) and reverse transcription quantitative PCR (RT-qPCR). Additionally, we measured plasma progestin concentrations in mares using an enzyme-linked immunosorbent assay. Small RNA-seq data indicated that 18 miRNAs were affected by parturition proximity. Among the 18 miRNAs, two novel miRNAs and three known miRNAs (miR-361-3p, miR-483, and miR-99a) showed significant changes at 5-0 days before parturition compared with that at 30 days to parturition. Plasma progestin concentrations were higher at 5-3 days to parturition than at 30 days to parturition, and then decreased on the day of parturition. Conclusively, this study provides basic knowledge of parturition-related circulating miRNAs in mares, and identifies miRNAs that could potentially be used as biomarkers to predict parturition in mares.
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Affiliation(s)
- Mio Kikuchi
- Genetic Analysis Department, Laboratory of Racing Chemistry, 1731-2 Tsurutamachi, Utsunomiya, Tochigi 320-0851, Japan; Graduate School of Veterinary Sciences, Iwate University, 3-18-8 Ueda, Morioka, Iwate 020-8550, Japan
| | - Harutaka Murase
- Equine Science Division, Hidaka Training and Research Center, Japan Racing Association, 535-13 Nishicha, Urakawa, Hokkaido 057-0171, Japan
| | - Kenichi Urata
- Equine Science Division, Hidaka Training and Research Center, Japan Racing Association, 535-13 Nishicha, Urakawa, Hokkaido 057-0171, Japan
| | - Taichiro Ishige
- Genetic Analysis Department, Laboratory of Racing Chemistry, 1731-2 Tsurutamachi, Utsunomiya, Tochigi 320-0851, Japan
| | - Shun-Ichi Nagata
- Genetic Analysis Department, Laboratory of Racing Chemistry, 1731-2 Tsurutamachi, Utsunomiya, Tochigi 320-0851, Japan
| | - Teruaki Tozaki
- Genetic Analysis Department, Laboratory of Racing Chemistry, 1731-2 Tsurutamachi, Utsunomiya, Tochigi 320-0851, Japan
| | - Hironaga Kakoi
- Genetic Analysis Department, Laboratory of Racing Chemistry, 1731-2 Tsurutamachi, Utsunomiya, Tochigi 320-0851, Japan
| | - Toshina Ishiguro-Oonuma
- Graduate School of Veterinary Sciences, Iwate University, 3-18-8 Ueda, Morioka, Iwate 020-8550, Japan
| | - Keiichiro Kizaki
- Graduate School of Veterinary Sciences, Iwate University, 3-18-8 Ueda, Morioka, Iwate 020-8550, Japan.
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4
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de Oliveira Cruz J, Luizon MR. Potential epigenetic markers of clinical diagnostics/therapeutic targets in preeclampsia. Epigenomics 2024; 16:1057-1060. [PMID: 39115080 PMCID: PMC11418293 DOI: 10.1080/17501911.2024.2383558] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2024] [Accepted: 07/16/2024] [Indexed: 09/21/2024] Open
Affiliation(s)
- Juliana de Oliveira Cruz
- Department of Biological Sciences, Santa Cruz State University, Ilhéus, Bahia, 45662-900, Brazil
- Graduate Program of Genetics, Institute of Biological Sciences, Federal University of Minas Gerais; Belo Horizonte, Minas Gerais, 31270-901, Brazil
| | - Marcelo Rizzatti Luizon
- Graduate Program of Genetics, Institute of Biological Sciences, Federal University of Minas Gerais; Belo Horizonte, Minas Gerais, 31270-901, Brazil
- Department of Genetics, Ecology and Evolution, Institute of Biological Sciences, Federal University of Minas Gerais, Belo Horizonte, Minas Gerais, 31270-901, Brazil
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5
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Teles Filho ACDA, Sanchez DJD, Viana AGA, Sheheryar S, Guerreiro DD, Bustamante-Filho IC, Martins AMA, Sousa MV, Ricart CAO, Fontes W, Moura AA. A prospective study of the proteome of equine pre-implantation embryo. Reprod Domest Anim 2024; 59:e14663. [PMID: 38990011 DOI: 10.1111/rda.14663] [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: 01/14/2024] [Revised: 06/11/2024] [Accepted: 06/24/2024] [Indexed: 07/12/2024]
Abstract
The present study was conducted to investigate the global proteome of 8-day-old equine blastocysts. Follicular dynamics of eight adult mares were monitored by ultrasonography and inseminated 24 h after the detection of a preovulatory follicle. Four expanded blastocysts were recovered, pooled, and subjected to protein extraction and mass spectrometry. Protein identification was conducted based on four database searches (PEAKS, Proteome Discoverer software, SearchGUI software, and PepExplorer). Enrichment analysis was performed using g:Profiler, Panther, and String platforms. After the elimination of identification redundancies among search tools (at three levels, based on identifiers, peptides, and cross-database mapping), 1977 proteins were reliably identified in the samples of equine embryos. Proteomic analysis unveiled robust metabolic activity in the 8-day equine embryo, highlighted by an abundance of proteins engaged in key metabolic pathways like the TCA cycle, ATP biosynthesis, and glycolysis. The prevalence of chaperones among highly abundant proteins suggests that regulation of protein folding, and degradation is a key process during embryo development. These findings pave the way for developing new strategies to improve equine embryo media and optimize in vitro fertilization techniques.
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Affiliation(s)
| | - Deisy J D Sanchez
- Laboratório de Biotecnologia, Universidad Cooperativa de Colombia, Bucaramanga, Colombia
| | | | - Sheheryar Sheheryar
- Department of Animal Science, Federal University of Ceará, Fortaleza, Brazil
| | - Denise D Guerreiro
- Department of Animal Science, Federal University of Ceará, Fortaleza, Brazil
| | | | - Aline M A Martins
- Laboratory of Protein Chemistry and Biochemistry, University of Brasília, Brasilia, Brazil
| | - Marcelo V Sousa
- Laboratory of Protein Chemistry and Biochemistry, University of Brasília, Brasilia, Brazil
| | - Carlos A O Ricart
- Laboratory of Protein Chemistry and Biochemistry, University of Brasília, Brasilia, Brazil
| | - Wagner Fontes
- Laboratory of Protein Chemistry and Biochemistry, University of Brasília, Brasilia, Brazil
| | - Arlindo A Moura
- Department of Animal Science, Federal University of Ceará, Fortaleza, Brazil
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6
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Viana-Mattioli S, Fonseca-Alaniz MH, Pinheiro-de-Sousa I, Krieger JE, Sandrim VC. Missing links in preeclampsia cell model systems of endothelial dysfunction. Trends Mol Med 2023:S1471-4914(23)00073-4. [PMID: 37173223 DOI: 10.1016/j.molmed.2023.04.003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Revised: 04/06/2023] [Accepted: 04/13/2023] [Indexed: 05/15/2023]
Abstract
Preeclampsia, one of the main hypertensive disorders of pregnancy, is associated with circulating factors released by the ischemic placenta accompanied by systemic endothelial dysfunction. The etiology of preeclampsia remains poorly understood although it is associated with high maternal and fetal mortality and increased cardiovascular disease risk. Most cell model systems used for studying endothelial dysfunction have not taken into account hemodynamic physical factors such as shear-stress forces which may prevent extrapolation of cell data to in vivo settings. We overview the role of hemodynamic forces in modulating endothelial cell function and discuss strategies to reproduce this biological characteristic in vitro to improve our understanding of endothelial dysfunction associated with preeclampsia.
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Affiliation(s)
- Sarah Viana-Mattioli
- Department of Biophysics and Pharmacology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, São Paulo, Brazil; Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor), University of Sao Paulo Medical School, São Paulo, São Paulo, Brazil
| | - Miriam Helena Fonseca-Alaniz
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor), University of Sao Paulo Medical School, São Paulo, São Paulo, Brazil
| | - Iguaracy Pinheiro-de-Sousa
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor), University of Sao Paulo Medical School, São Paulo, São Paulo, Brazil; European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK
| | - José Eduardo Krieger
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor), University of Sao Paulo Medical School, São Paulo, São Paulo, Brazil
| | - Valéria Cristina Sandrim
- Department of Biophysics and Pharmacology, Institute of Biosciences, Sao Paulo State University (UNESP), Botucatu, São Paulo, Brazil.
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7
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Murrieta-Coxca JM, Barth E, Fuentes-Zacarias P, Gutiérrez-Samudio RN, Groten T, Gellhaus A, Köninger A, Marz M, Markert UR, Morales-Prieto DM. Identification of altered miRNAs and their targets in placenta accreta. Front Endocrinol (Lausanne) 2023; 14:1021640. [PMID: 36936174 PMCID: PMC10022468 DOI: 10.3389/fendo.2023.1021640] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Accepted: 02/07/2023] [Indexed: 03/06/2023] Open
Abstract
Placenta accreta spectrum (PAS) is one of the major causes of maternal morbidity and mortality worldwide with increasing incidence. PAS refers to a group of pathological conditions ranging from the abnormal attachment of the placenta to the uterus wall to its perforation and, in extreme cases, invasion into surrounding organs. Among them, placenta accreta is characterized by a direct adhesion of the villi to the myometrium without invasion and remains the most common diagnosis of PAS. Here, we identify the potential regulatory miRNA and target networks contributing to placenta accreta development. Using small RNA-Seq followed by RT-PCR confirmation, altered miRNA expression, including that of members of placenta-specific miRNA clusters (e.g., C19MC and C14MC), was identified in placenta accreta samples compared to normal placental tissues. In situ hybridization (ISH) revealed expression of altered miRNAs mostly in trophoblast but also in endothelial cells and this profile was similar among all evaluated degrees of PAS. Kyoto encyclopedia of genes and genomes (KEGG) analyses showed enriched pathways dysregulated in PAS associated with cell cycle regulation, inflammation, and invasion. mRNAs of genes associated with cell cycle and inflammation were downregulated in PAS. At the protein level, NF-κB was upregulated while PTEN was downregulated in placenta accreta tissue. The identified miRNAs and their targets are associated with signaling pathways relevant to controlling trophoblast function. Therefore, this study provides miRNA:mRNA associations that could be useful for understanding PAS onset and progression.
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Affiliation(s)
| | - Emanuel Barth
- Friedrich Schiller University Jena, Faculty of Mathematics and Computer Science, RNA Bioinformatics and High Throughput Analysis, Jena, Germany
- Faculty of Mathematics and Computer Science, Bioinformatics Core Facility, Friedrich Schiller University Jena, Jena, Germany
| | | | | | - Tanja Groten
- Department of Obstetrics, Placenta Lab, Jena University Hospital, Jena, Germany
| | - Alexandra Gellhaus
- Department of Gynecology and Obstetrics, University of Duisburg-Essen, Essen, Germany
| | - Angela Köninger
- Department of Gynecology and Obstetrics, University of Duisburg-Essen, Essen, Germany
- University Department of Gynecology and Obstetrics, Hospital St. Hedwig of the Order of St. John, University Medical Center Regensburg, Regensburg, Germany
| | - Manja Marz
- Friedrich Schiller University Jena, Faculty of Mathematics and Computer Science, RNA Bioinformatics and High Throughput Analysis, Jena, Germany
- Fritz Lipman Institute (FLI), Leibniz Institute for Age Research, Jena, Germany
| | - Udo R. Markert
- Department of Obstetrics, Placenta Lab, Jena University Hospital, Jena, Germany
- *Correspondence: Udo R. Markert, ; Diana M. Morales-Prieto,
| | - Diana M. Morales-Prieto
- Department of Obstetrics, Placenta Lab, Jena University Hospital, Jena, Germany
- *Correspondence: Udo R. Markert, ; Diana M. Morales-Prieto,
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8
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El-Daly SM, Gouhar SA, Abd Elmageed ZY. Circulating microRNAs as Reliable Tumor Biomarkers: Opportunities and Challenges Facing Clinical Application. J Pharmacol Exp Ther 2023; 384:35-51. [PMID: 35809898 PMCID: PMC9827506 DOI: 10.1124/jpet.121.000896] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2021] [Revised: 06/23/2022] [Accepted: 06/24/2022] [Indexed: 01/13/2023] Open
Abstract
MicroRNAs (miRNAs) are involved in the development of human malignancies, and cells have the ability to secrete these molecules into extracellular compartments. Thus, cell-free miRNAs (circulating miRNAs) can potentially be used as biomarkers to evaluate pathophysiological changes. Although circulating miRNAs have been proposed as potential noninvasive tumor biomarkers for diagnosis, prognosis, and response to therapy, their routine application in the clinic is far from being achieved. This review focuses on the recent progress regarding the value of circulating miRNAs as noninvasive biomarkers, with specific consideration of their relevant clinical applications. In addition, we provide an in-depth analysis of the technical challenges that impact the assessment of circulating miRNAs. We also highlight the significance of integrating circulating miRNAs with the standard laboratory biomarkers to boost sensitivity and specificity. The current status of circulating miRNAs in clinical trials as tumor biomarkers is also covered. These insights and general guidelines will assist researchers in experimental practice to ensure quality standards and repeatability, thus improving future studies on circulating miRNAs. SIGNIFICANCE STATEMENT: Our review will boost the knowledge behind the inconsistencies and contradictory results observed among studies investigating circulating miRNAs. It will also provide a solid platform for better-planned strategies and standardized techniques to optimize the assessment of circulating cell-free miRNAs.
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Affiliation(s)
- Sherien M El-Daly
- Medical Biochemistry Department, Medicine and Clinical Studies Research Institute, National Research Centre, Dokki, Cairo, Egypt (S.M.E-D., S.A.G.); Cancer Biology and Genetics Laboratory, Centre of Excellence for Advanced Sciences, National Research Centre, Cairo, Egypt (S.M.E-D.); and Department of Biomedical Sciences, Discipline of Pharmacology, Edward Via College of Osteopathic Medicine, University of Louisiana-Monroe, Monroe, Louisiana (Z.Y.A.)
| | - Shaimaa A Gouhar
- Medical Biochemistry Department, Medicine and Clinical Studies Research Institute, National Research Centre, Dokki, Cairo, Egypt (S.M.E-D., S.A.G.); Cancer Biology and Genetics Laboratory, Centre of Excellence for Advanced Sciences, National Research Centre, Cairo, Egypt (S.M.E-D.); and Department of Biomedical Sciences, Discipline of Pharmacology, Edward Via College of Osteopathic Medicine, University of Louisiana-Monroe, Monroe, Louisiana (Z.Y.A.)
| | - Zakaria Y Abd Elmageed
- Medical Biochemistry Department, Medicine and Clinical Studies Research Institute, National Research Centre, Dokki, Cairo, Egypt (S.M.E-D., S.A.G.); Cancer Biology and Genetics Laboratory, Centre of Excellence for Advanced Sciences, National Research Centre, Cairo, Egypt (S.M.E-D.); and Department of Biomedical Sciences, Discipline of Pharmacology, Edward Via College of Osteopathic Medicine, University of Louisiana-Monroe, Monroe, Louisiana (Z.Y.A.)
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9
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Hiskens MI, Mengistu TS, Li KM, Fenning AS. Systematic Review of the Diagnostic and Clinical Utility of Salivary microRNAs in Traumatic Brain Injury (TBI). Int J Mol Sci 2022; 23:13160. [PMID: 36361944 PMCID: PMC9654991 DOI: 10.3390/ijms232113160] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Revised: 10/18/2022] [Accepted: 10/27/2022] [Indexed: 07/29/2023] Open
Abstract
Research in traumatic brain injury (TBI) is an urgent priority, as there are currently no TBI biomarkers to assess the severity of injury, to predict outcomes, and to monitor recovery. Small non-coding RNAs (sncRNAs) including microRNAs can be measured in saliva following TBI and have been investigated as potential diagnostic markers. The aim of this systematic review was to investigate the diagnostic or prognostic ability of microRNAs extracted from saliva in human subjects. PubMed, Embase, Scopus, PsycINFO and Web of Science were searched for studies that examined the association of saliva microRNAs in TBI. Original studies of any design involving diagnostic capacity of salivary microRNAs for TBI were selected for data extraction. Nine studies met inclusion criteria, with a heterogeneous population involving athletes and hospital patients, children and adults. The studies identified a total of 188 differentially expressed microRNAs, with 30 detected in multiple studies. MicroRNAs in multiple studies involved expression change bidirectionality. The study design and methods involved significant heterogeneity that precluded meta-analysis. Early data indicates salivary microRNAs may assist with TBI diagnosis. Further research with consistent methods and larger patient populations is required to evaluate the diagnostic and prognostic potential of saliva microRNAs.
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Affiliation(s)
- Matthew I. Hiskens
- Mackay Institute of Research and Innovation, Mackay Hospital and Health Service, 475 Bridge Road, Mackay, QLD 4740, Australia
- School of Health, Medical and Applied Sciences, Central Queensland University, Bruce Highway, Rockhampton, QLD 4702, Australia
| | - Tesfaye S. Mengistu
- Mackay Institute of Research and Innovation, Mackay Hospital and Health Service, 475 Bridge Road, Mackay, QLD 4740, Australia
- Faculty of Medicine, School of Public Health, University of Queensland, 266 Herston Road, Herston, QLD 4006, Australia
| | - Katy M. Li
- School of Health, Medical and Applied Sciences, Central Queensland University, Bruce Highway, Rockhampton, QLD 4702, Australia
| | - Andrew S. Fenning
- School of Health, Medical and Applied Sciences, Central Queensland University, Bruce Highway, Rockhampton, QLD 4702, Australia
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10
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Bao S, Zhou T, Yan C, Bao J, Yang F, Chao S, Zhou M, Xu Z. A blood-based miRNA signature for early non-invasive diagnosis of preeclampsia. BMC Med 2022; 20:303. [PMID: 36096786 PMCID: PMC9469544 DOI: 10.1186/s12916-022-02495-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Accepted: 07/25/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Preeclampsia (PE) is a multisystemic maternal syndrome with substantial maternal and fetal morbidity and mortality. Currently, there is no clinically viable non-invasive biomarker assay for early detection, thus limiting the effective prevention and therapeutic strategies for PE. METHODS We conducted a discovery-training-validation three-phase retrospective and prospective study with cross-platform and multicenter cohorts. The initial biomarkers were discovered and verified in tissue specimens by small RNA sequencing and qRT-PCR. A miRNA signature (miR2PE-score) was developed using Firth's bias-reduced logistic regression analysis and subsequently validated in two independent multinational retrospective cohorts and two prospective plasma cohorts. RESULTS We initially identified five PE-associated differentially expressed miRNAs from miRNA sequencing data and subsequently validated two miRNAs (miR-196b-5p and miR-584-5p) as robust biomarkers by association analysis with clinical characteristics and qRT-PCR in tissue specimens in the discovery phase. Using Firth's bias-reduced logistic regression analysis, we developed the miR2PE-score for the early detection of PE. The miR2PE-score showed a high diagnostic performance with an area under the receiver operating characteristic curve (AUROC) of 0.920, 0.848, 0.864, and 0.812 in training, internal, and two external validation cross-platform and multicenter cohorts, respectively. Finally, we demonstrated the non-invasive diagnostic performance of the miR2PE-score in two prospective plasma cohorts with AUROC of 0.933 and 0.787. Furthermore, the miR2PE-score revealed superior performance in non-invasive diagnosis compared with previously published miRNA biomarkers. CONCLUSIONS We developed and validated a novel and robust blood-based miRNA signature, which may serve as a promising clinically applicable non-invasive tool for the early detection of PE.
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Affiliation(s)
- Siqi Bao
- Department of Gynecology and Obstetrics, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, 325027, People's Republic of China
- School of Biomedical Engineering, Wenzhou Medical University, Wenzhou, 325027, People's Republic of China
| | - Tong Zhou
- Department of Gynecology and Obstetrics, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, 325027, People's Republic of China
| | - Congcong Yan
- School of Biomedical Engineering, Wenzhou Medical University, Wenzhou, 325027, People's Republic of China
| | - Jiale Bao
- Department of Gynecology and Obstetrics, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, 325027, People's Republic of China
| | - Fan Yang
- Institutes for Shanghai Pudong Decoding Life, Shanghai, People's Republic of China
| | - Shan Chao
- Institutes for Shanghai Pudong Decoding Life, Shanghai, People's Republic of China
| | - Meng Zhou
- School of Biomedical Engineering, Wenzhou Medical University, Wenzhou, 325027, People's Republic of China.
| | - Zhangye Xu
- Department of Gynecology and Obstetrics, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, 325027, People's Republic of China.
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11
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Cirkovic A, Stanisavljevic D, Milin-Lazovic J, Rajovic N, Pavlovic V, Milicevic O, Savic M, Kostic Peric J, Aleksic N, Milic N, Stanisavljevic T, Mikovic Z, Garovic V, Milic N. Preeclamptic Women Have Disrupted Placental microRNA Expression at the Time of Preeclampsia Diagnosis: Meta-Analysis. Front Bioeng Biotechnol 2022; 9:782845. [PMID: 35004644 PMCID: PMC8740308 DOI: 10.3389/fbioe.2021.782845] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2021] [Accepted: 11/22/2021] [Indexed: 12/18/2022] Open
Abstract
Introduction: Preeclampsia (PE) is a pregnancy-associated, multi-organ, life-threatening disease that appears after the 20th week of gestation. The aim of this study was to perform a systematic review and meta-analysis to determine whether women with PE have disrupted miRNA expression compared to women who do not have PE. Methods: We conducted a systematic review and meta-analysis of studies that reported miRNAs expression levels in placenta or peripheral blood of pregnant women with vs. without PE. Studies published before October 29, 2021 were identified through PubMed, EMBASE and Web of Science. Two reviewers used predefined forms and protocols to evaluate independently the eligibility of studies based on titles and abstracts and to perform full-text screening, data abstraction and quality assessment. Standardized mean difference (SMD) was used as a measure of effect size. Results: 229 publications were included in the systematic review and 53 in the meta-analysis. The expression levels in placenta were significantly higher in women with PE compared to women without PE for miRNA-16 (SMD = 1.51,95%CI = 0.55-2.46), miRNA-20b (SMD = 0.89, 95%CI = 0.33-1.45), miRNA-23a (SMD = 2.02, 95%CI = 1.25-2.78), miRNA-29b (SMD = 1.37, 95%CI = 0.36-2.37), miRNA-155 (SMD = 2.99, 95%CI = 0.83-5.14) and miRNA-210 (SMD = 1.63, 95%CI = 0.69-2.58), and significantly lower for miRNA-376c (SMD = -4.86, 95%CI = -9.51 to -0.20). An increased level of miRNK-155 expression was found in peripheral blood of women with PE (SMD = 2.06, 95%CI = 0.35-3.76), while the expression level of miRNA-16 was significantly lower in peripheral blood of PE women (SMD = -0.47, 95%CI = -0.91 to -0.03). The functional roles of the presented miRNAs include control of trophoblast proliferation, migration, invasion, apoptosis, differentiation, cellular metabolism and angiogenesis. Conclusion: miRNAs play an important role in the pathophysiology of PE. The identification of differentially expressed miRNAs in maternal blood creates an opportunity to define an easily accessible biomarker of PE.
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Affiliation(s)
- Andja Cirkovic
- Institute for Medical Statistics and Informatics, Faculty of Medicine, University of Belgrade, Belgrade, Serbia
| | - Dejana Stanisavljevic
- Institute for Medical Statistics and Informatics, Faculty of Medicine, University of Belgrade, Belgrade, Serbia
| | - Jelena Milin-Lazovic
- Institute for Medical Statistics and Informatics, Faculty of Medicine, University of Belgrade, Belgrade, Serbia
| | - Nina Rajovic
- Institute for Medical Statistics and Informatics, Faculty of Medicine, University of Belgrade, Belgrade, Serbia
| | - Vedrana Pavlovic
- Institute for Medical Statistics and Informatics, Faculty of Medicine, University of Belgrade, Belgrade, Serbia
| | - Ognjen Milicevic
- Institute for Medical Statistics and Informatics, Faculty of Medicine, University of Belgrade, Belgrade, Serbia
| | - Marko Savic
- Institute for Medical Statistics and Informatics, Faculty of Medicine, University of Belgrade, Belgrade, Serbia
| | - Jelena Kostic Peric
- Institute of Molecular Genetics and Genetic Engineering, University of Belgrade, Belgrade, Serbia
| | - Natasa Aleksic
- Center for Molecular Biology, University of Vienna, Vienna, Austria
| | - Nikola Milic
- Faculty of Medicine, University of Belgrade, Belgrade, Serbia
| | | | - Zeljko Mikovic
- Clinic for Gynecology and Obstetrics Narodni Front, Belgrade, Serbia
| | - Vesna Garovic
- Division of Nephrology and Hypertension, Mayo Clinic, Rochester, MN, United States
| | - Natasa Milic
- Institute for Medical Statistics and Informatics, Faculty of Medicine, University of Belgrade, Belgrade, Serbia.,Division of Nephrology and Hypertension, Mayo Clinic, Rochester, MN, United States
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