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Morgunova A, Ibrahim P, Chen GG, Coury SM, Turecki G, Meaney MJ, Gifuni A, Gotlib IH, Nagy C, Ho TC, Flores C. Preparation and processing of dried blood spots for microRNA sequencing. Biol Methods Protoc 2023; 8:bpad020. [PMID: 37901452 PMCID: PMC10603595 DOI: 10.1093/biomethods/bpad020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Revised: 09/07/2023] [Accepted: 09/19/2023] [Indexed: 10/31/2023] Open
Abstract
Dried blood spots (DBS) are biological samples commonly collected from newborns and in geographic areas distanced from laboratory settings for the purposes of disease testing and identification. MicroRNAs (miRNAs)-small non-coding RNAs that regulate gene activity at the post-transcriptional level-are emerging as critical markers and mediators of disease, including cancer, infectious diseases, and mental disorders. This protocol describes optimized procedural steps for utilizing DBS as a reliable source of biological material for obtaining peripheral miRNA expression profiles. We outline key practices, such as the method of DBS rehydration that maximizes RNA extraction yield, and the use of degenerate oligonucleotide adapters to mitigate ligase-dependent biases that are associated with small RNA sequencing. The standardization of miRNA readout from DBS offers numerous benefits: cost-effectiveness in sample collection and processing, enhanced reliability and consistency of miRNA profiling, and minimal invasiveness that facilitates repeated testing and retention of participants. The use of DBS-based miRNA sequencing is a promising method to investigate disease mechanisms and to advance personalized medicine.
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Affiliation(s)
- Alice Morgunova
- Integrated Program in Neuroscience, McGill University, Montreal, Quebec H3A 1A1, Canada
- Douglas Mental Health University Institute, McGill University, Montreal, Quebec H3A 0G4, Canada
| | - Pascal Ibrahim
- Integrated Program in Neuroscience, McGill University, Montreal, Quebec H3A 1A1, Canada
- Douglas Mental Health University Institute, McGill University, Montreal, Quebec H3A 0G4, Canada
- McGill Group for Suicide Studies, Douglas Mental Health University Institute, Verdun, Quebec H4H 1R3, Canada
| | - Gary Gang Chen
- Douglas Mental Health University Institute, McGill University, Montreal, Quebec H3A 0G4, Canada
- McGill Group for Suicide Studies, Douglas Mental Health University Institute, Verdun, Quebec H4H 1R3, Canada
| | - Saché M Coury
- Department of Psychology, Stanford University, Stanford, CA 94305, United States
- Department of Psychology, University of California, Los Angeles, CA 90095, United States
| | - Gustavo Turecki
- Douglas Mental Health University Institute, McGill University, Montreal, Quebec H3A 0G4, Canada
- McGill Group for Suicide Studies, Douglas Mental Health University Institute, Verdun, Quebec H4H 1R3, Canada
- Department of Psychiatry, McGill University, Montreal, Quebec H3A 0G4, Canada
| | - Michael J Meaney
- Douglas Mental Health University Institute, McGill University, Montreal, Quebec H3A 0G4, Canada
- Department of Psychiatry, McGill University, Montreal, Quebec H3A 0G4, Canada
- Department of Neurology and Neurosurgery, Faculty of Medicine, McGill University, Montreal, Quebec H3A 1A1, Canada
- Ludmer Centre for Neuroinformatics and Mental Health, McGill University, Montreal, Quebec H3A 2B4, Canada
- Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research (A*STAR), Brenner Centre for Molecular Medicine, Singapore City 138632, Singapore
| | - Anthony Gifuni
- Douglas Mental Health University Institute, McGill University, Montreal, Quebec H3A 0G4, Canada
- Department of Psychiatry, McGill University, Montreal, Quebec H3A 0G4, Canada
| | - Ian H Gotlib
- Department of Psychology, Stanford University, Stanford, CA 94305, United States
| | - Corina Nagy
- Douglas Mental Health University Institute, McGill University, Montreal, Quebec H3A 0G4, Canada
- McGill Group for Suicide Studies, Douglas Mental Health University Institute, Verdun, Quebec H4H 1R3, Canada
- Department of Psychiatry, McGill University, Montreal, Quebec H3A 0G4, Canada
| | - Tiffany C Ho
- Department of Psychology, Stanford University, Stanford, CA 94305, United States
- Department of Psychology, University of California, Los Angeles, CA 90095, United States
| | - Cecilia Flores
- Douglas Mental Health University Institute, McGill University, Montreal, Quebec H3A 0G4, Canada
- Department of Psychiatry, McGill University, Montreal, Quebec H3A 0G4, Canada
- Department of Neurology and Neurosurgery, Faculty of Medicine, McGill University, Montreal, Quebec H3A 1A1, Canada
- Ludmer Centre for Neuroinformatics and Mental Health, McGill University, Montreal, Quebec H3A 2B4, Canada
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2
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Ruan Y, Deng X, Liu J, Xiao X, Yang Z. Identification of miRNAs in extracellular vesicles as potential diagnostic markers for pediatric epilepsy and drug-resistant epilepsy via bioinformatics analysis. Front Pediatr 2023; 11:1199780. [PMID: 37469680 PMCID: PMC10352456 DOI: 10.3389/fped.2023.1199780] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Accepted: 06/22/2023] [Indexed: 07/21/2023] Open
Abstract
Background Pediatric epilepsy (PE) is a common neurological disease. However, many challenges regarding the clinical diagnosis and treatment of PE and drug-resistant epilepsy (DRE) remain unsettled. Our study aimed to identify potential miRNA biomarkers in children with epilepsy and drug-resistant epilepsy by scrutinizing differential miRNA expression profiles. Methods In this study, miRNA expression profiles in plasma extracellular vesicles (EV) of normal controls, children with drug-effective epilepsy (DEE), and children with DRE were obtained. In addition, differential analysis, transcription factor (TF) enrichment analysis, Gene ontology (GO) analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses, and target gene prediction were used to identify specifically expressed miRNAs and their potential mechanisms of action. Potential diagnostic markers for DRE were identified using machine learning algorithms, and their diagnostic efficiency was assessed by the receiver operating characteristic curve (ROC). Results The hsa-miR-1307-3p, hsa-miR-196a-5p, hsa-miR-199a-3p, and hsa-miR-21-5p were identified as diagnostic markers for PE, with values of area under curve (AUC) 0.780, 0.840, 0.832, and 0.816, respectively. In addition, the logistic regression model incorporating these four miRNAs had an AUC value of 0.940, and its target gene enrichment analysis highlighted that these miRNAs were primarily enriched in the PI3K-Akt, MAPK signaling pathways, and cell cycle. Furthermore, hsa-miR-99a-5p, hsa-miR-532-5p, hsa-miR-181d-5p, and hsa-miR-181a-5p showed good performance in differentiating children with DRE from those with DEE, with AUC values of 0.737 (0.534-0.940), 0.737 (0.523-0.952), 0.788 (0.592-0.985), and 0.788 (0.603-0.974), respectively. Conclusion This study characterized the expression profile of miRNAs in plasma EVs of children with epilepsy and identified miRNAs that can be used for the diagnosis of DRE.
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Affiliation(s)
- Yucai Ruan
- Department of Pediatrics, Yue Bei People’s Hospital, Shantou University Medical College, Shaoguan, China
| | - Xuhui Deng
- Department of Neurology, Yue Bei People’s Hospital, Shantou University Medical College, Shaoguan, China
| | - Jun Liu
- Medical Research Center and Clinical Laboratory Medicine, Yue Bei People’s Hospital, Shantou University Medical College, Shaoguan, China
| | - Xiaobing Xiao
- Department of Pediatrics, Yue Bei People’s Hospital, Shantou University Medical College, Shaoguan, China
| | - Zhi Yang
- Department of Pediatrics, Yue Bei People’s Hospital, Shantou University Medical College, Shaoguan, China
- Department of Neurology, Yue Bei People’s Hospital, Shantou University Medical College, Shaoguan, China
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3
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DeLouize AM, Eick G, Karam SD, Snodgrass JJ. Current and future applications of biomarkers in samples collected through minimally invasive methods for cancer medicine and population-based research. Am J Hum Biol 2022; 34:e23665. [PMID: 34374148 PMCID: PMC9894104 DOI: 10.1002/ajhb.23665] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2021] [Revised: 07/27/2021] [Accepted: 07/28/2021] [Indexed: 02/04/2023] Open
Abstract
Despite advances in cancer medicine and research, invasive and potentially risky procedures such as biopsies, venous blood tests, imaging, colonoscopy, and pap smear tests are still primarily used for screening, staging, and assessing response to therapy. The development and interdisciplinary use of biomarkers from urine, feces, saliva, scent, and capillary blood collected with minimally invasive methods represents a potential opportunity for integration with biomarker analysis for cancers, both in clinical practice (e.g., in screening, treatment, and disease monitoring, and improved quality of life for patients) and population-based research (e.g., in epidemiology/public health, studies of social and environmental determinants, and evolutionary medicine). In this article, we review the scientific rationale, benefits, challenges, and potential opportunities for measuring cancer-related biomarkers in samples collected through minimally invasive methods.
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Affiliation(s)
| | - Geeta Eick
- Department of Anthropology, University of Oregon, Eugene, Oregon, USA
| | - Sana D. Karam
- Department of Radiation Oncology, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - J. Josh Snodgrass
- Department of Anthropology, University of Oregon, Eugene, Oregon, USA
- Center for Global Health, University of Oregon, Eugene, Oregon, USA
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Upadhya D, Shetty AK. Promise of extracellular vesicles for diagnosis and treatment of epilepsy. Epilepsy Behav 2021; 121:106499. [PMID: 31636006 PMCID: PMC7165061 DOI: 10.1016/j.yebeh.2019.106499] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/25/2019] [Revised: 08/13/2019] [Accepted: 08/14/2019] [Indexed: 01/08/2023]
Abstract
Extracellular vesicles (EVs) released from cells play vital roles in intercellular communication. Moreover, EVs released from stem cells have therapeutic properties. This review confers the potential of brain-derived EVs in the cerebrospinal fluid (CSF) and the serum as sources of epilepsy-related biomarkers, and the promise of mesenchymal stem cell (MSC)-derived EVs for easing status epilepticus (SE)-induced adverse changes in the brain. Extracellular vesicles shed from neurons and glia in the brain can also be found in the circulating blood as EVs cross the blood-brain barrier (BBB). Evaluation of neuron and/or glia-derived EVs in the blood of patients who have epilepsy could help in identifying specific biomarkers for distinct types of epilepsies. Such a liquid biopsy approach is also amenable for repeated analysis in clinical trials for comprehending treatment efficacy, disease progression, and mechanisms of therapeutic interventions. Extracellular vesicle biomarker studies in animal prototypes of epilepsy, in addition, could help in identifying specific micro ribonucleic acid (miRNAs) contributing to epileptogenesis, seizures, or cognitive dysfunction in different types of epilepsy. Furthermore, intranasal (IN) administration of MSC-derived EVs after SE has shown efficacy for restraining SE-induced neuroinflammation, aberrant neurogenesis, and cognitive dysfunction in an animal prototype. Clinical translation of EV therapy as an adjunct to antiepileptic drugs appears attractive to counteract the progression of SE-induced epileptogenic changes, as the risk for thrombosis or tumor is minimal with nanosized EVs. Also, EVs can be engineered to deliver specific miRNAs, proteins, or antiepileptic drugs to the brain since they incorporate into neurons and glia throughout the brain after IN administration. This article is part of the Special Issue "NEWroscience 2018".
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Affiliation(s)
- Dinesh Upadhya
- Centre for Molecular Neurosciences, Kasturba Medical College, Manipal Academy of Higher Education, Manipal, Karnataka, India
| | - Ashok K. Shetty
- Institute for Regenerative Medicine, Department of Molecular and Cellular Medicine, Texas A&M University College of Medicine, College Station, Texas, USA
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5
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MicroRNA in dried blood spots from patients with Aagenaes syndrome and evaluation of pre-analytical and analytical factors. Pediatr Res 2021; 89:1780-1787. [PMID: 32932426 DOI: 10.1038/s41390-020-01153-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/14/2020] [Revised: 08/07/2020] [Accepted: 08/31/2020] [Indexed: 11/08/2022]
Abstract
BACKGROUND Circulatory miRNAs are promising biomarkers. The feasibility of using miRNA from dried blood spots (DBS) was investigated using newborn screening cards from patients with cholestasis-lymphedema syndrome (Aagenaes syndrome) and controls. METHODS Total amount of miRNA and specific miRNAs from DBS were analyzed. miRNA was also obtained from newborn screening cards in patients with cholestasis-lymphedema syndrome/Aagenaes syndrome and in healthy newborns. RESULTS No differences in miRNA concentrations were found between multispotted samples and samples with one single drop of blood and between central and peripheral punches. Ten repeated freeze-thaw cycles did not significantly change miRNA levels from controls. miR-299 (1.73-fold change, p = 0.034) and miR-365 (1.46-fold change, p = 0.011) were upregulated and miR-30c (0.72-fold change, p = 0.0037), miR-652 (0.85-fold change, p = 0.025), and miR-744 (0.72-fold change, p = 0.0069) were downregulated in patients with Aagenaes syndrome at birth compared to controls. CONCLUSIONS miRNAs were not affected by multispotting or punch location and were stable throughout repeated freeze-thaw cycles. miRNA in dried blood spots could be used to detect differential expression of miRNA in newborns with Aagenaes syndrome and healthy controls in newborn screening cards. Dried blood spots may be a useful source to explore circulating miRNA as biomarkers. IMPACT Circulating miRNAs can be useful biomarkers. miRNAs from dried blood spots were not affected by multispotting or punch location and were stable throughout repeated freeze-thaw cycles. Discrimination between patients and controls are allowed even with few individuals. Early after birth, patients with cholestasis-lymphedema syndrome exhibit miRNA profiles associated with liver fibrosis. This study demonstrated that newborn screening cards may be a useful source for studying miRNA as the technical variability is smaller than biological variation.
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Udayaraja GK, Arnold Emerson I. Network-based gene deletion analysis identifies candidate genes and molecular mechanism involved in clear cell renal cell carcinoma. J Genet 2021. [DOI: 10.1007/s12041-021-01260-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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7
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Salamin O, Gottardo E, Schobinger C, Reverter-Branchat G, Segura J, Saugy M, Kuuranne T, Tissot JD, Favrat B, Leuenberger N. Detection of Stimulated Erythropoiesis by the RNA-Based 5'-Aminolevulinate Synthase 2 Biomarker in Dried Blood Spot Samples. Clin Chem 2019; 65:1563-1571. [DOI: 10.1373/clinchem.2019.306829] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2019] [Accepted: 08/26/2019] [Indexed: 01/04/2023]
Abstract
Abstract
BACKGROUND
Despite implementation of the Athlete Biological Passport 10 years ago, blood doping remains difficult to detect. Thus, there is a need for new biomarkers to increase the sensitivity of the adaptive model. Transcriptomic biomarkers originating from immature reticulocytes may be reliable indicators of blood manipulations. Furthermore, the use of dried blood spots (DBSs) for antidoping purposes constitutes a complementary approach to venous blood collection. Here, we developed a method of quantifying the RNA-based 5′-aminolevulinate synthase 2 (ALAS2) biomarker in DBS.
MATERIALS
The technical, interindividual, and intraindividual variabilities of the method, and the effects of storage conditions on the production levels of ALAS2 RNA were assessed. The method was used to monitor erythropoiesis stimulated endogenously (blood withdrawal) or exogenously (injection of recombinant human erythropoietin).
RESULTS
When measured over a 7-week period, the intra- and interindividual variabilities of ALAS2 expression in DBS were 12.5%–42.4% and 49%, respectively. Following withdrawal of 1 unit of blood, the ALAS2 RNA in DBS increased significantly for up to 15 days. Variations in the expression level of this biomarker in DBS samples were more marked than those of the conventional hematological parameters, reticulocyte percentage and immature reticulocyte fraction. After exogenous stimulation of erythropoiesis via recombinant human erythropoietin injection, ALAS2 expression in DBS increased by a mean 8-fold.
CONCLUSIONS
Monitoring of transcriptomic biomarkers in DBS could complement the measurement of hematological parameters in the Athlete Biological Passport and aid the detection of blood manipulations.
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Affiliation(s)
- Olivier Salamin
- Center of Research and Expertise in Anti-Doping Sciences – REDs, University of Lausanne, Lausanne, Switzerland
| | - Emeric Gottardo
- Swiss Laboratory for Doping Analyses, University Center of Legal Medicine, Lausanne and Geneva, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Céline Schobinger
- Swiss Laboratory for Doping Analyses, University Center of Legal Medicine, Lausanne and Geneva, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Gemma Reverter-Branchat
- Integrative Pharmacology and Systems Neuroscience Research Group, Neurosciences Research Program, IMIM – Hospital del Mar Medical Research Institute, Barcelona, Spain
| | - Jordi Segura
- Integrative Pharmacology and Systems Neuroscience Research Group, Neurosciences Research Program, IMIM – Hospital del Mar Medical Research Institute, Barcelona, Spain
- Catalonian Antidoping Laboratory, Doping Control Research Group, Neurosciences Research Program, IMIM – Hospital del Mar Medical Research Institute, Barcelona, Spain
| | - Martial Saugy
- Center of Research and Expertise in Anti-Doping Sciences – REDs, University of Lausanne, Lausanne, Switzerland
| | - Tiia Kuuranne
- Swiss Laboratory for Doping Analyses, University Center of Legal Medicine, Lausanne and Geneva, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | | | - Bernard Favrat
- Department of Ambulatory Care and Community Medicine, University of Lausanne, Lausanne, Switzerland
| | - Nicolas Leuenberger
- Swiss Laboratory for Doping Analyses, University Center of Legal Medicine, Lausanne and Geneva, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
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Fehlmann T, Backes C, Pirritano M, Laufer T, Galata V, Kern F, Kahraman M, Gasparoni G, Ludwig N, Lenhof HP, Gregersen HA, Francke R, Meese E, Simon M, Keller A. The sncRNA Zoo: a repository for circulating small noncoding RNAs in animals. Nucleic Acids Res 2019; 47:4431-4441. [PMID: 30937442 PMCID: PMC6511844 DOI: 10.1093/nar/gkz227] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2019] [Accepted: 03/29/2019] [Indexed: 12/12/2022] Open
Abstract
The repertoire of small noncoding RNAs (sncRNAs), particularly miRNAs, in animals is considered to be evolutionarily conserved. Studies on sncRNAs are often largely based on homology-based information, relying on genomic sequence similarity and excluding actual expression data. To obtain information on sncRNA expression (including miRNAs, snoRNAs, YRNAs and tRNAs), we performed low-input-volume next-generation sequencing of 500 pg of RNA from 21 animals at two German zoological gardens. Notably, none of the species under investigation were previously annotated in any miRNA reference database. Sequencing was performed on blood cells as they are amongst the most accessible, stable and abundant sources of the different sncRNA classes. We evaluated and compared the composition and nature of sncRNAs across the different species by computational approaches. While the distribution of sncRNAs in the different RNA classes varied significantly, general evolutionary patterns were maintained. In particular, miRNA sequences and expression were found to be even more conserved than previously assumed. To make the results available for other researchers, all data, including expression profiles at the species and family levels, and different tools for viewing, filtering and searching the data are freely available in the online resource ASRA (Animal sncRNA Atlas) at https://www.ccb.uni-saarland.de/asra/.
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Affiliation(s)
- Tobias Fehlmann
- Chair for Clinical Bioinformatics, Saarland University, 66123 Saarbrücken, Germany
| | - Christina Backes
- Chair for Clinical Bioinformatics, Saarland University, 66123 Saarbrücken, Germany
| | - Marcello Pirritano
- Molecular Cell Dynamics, Center for Human and Molecular Biology, Saarland University, 66123 Saarbrücken, Germany.,Molecular Cell Biology and Microbiology, University of Wuppertal, 42097 Wuppertal, Germany
| | - Thomas Laufer
- Chair for Clinical Bioinformatics, Saarland University, 66123 Saarbrücken, Germany.,Hummingbird Diagnostics GmbH, 69120 Heidelberg, Germany
| | - Valentina Galata
- Chair for Clinical Bioinformatics, Saarland University, 66123 Saarbrücken, Germany
| | - Fabian Kern
- Chair for Clinical Bioinformatics, Saarland University, 66123 Saarbrücken, Germany
| | - Mustafa Kahraman
- Chair for Clinical Bioinformatics, Saarland University, 66123 Saarbrücken, Germany.,Hummingbird Diagnostics GmbH, 69120 Heidelberg, Germany
| | - Gilles Gasparoni
- Department of Genetics, Center for Human and Molecular Biology, Saarland University, 66123 Saarbrücken, Germany
| | - Nicole Ludwig
- Department of Human Genetics, Saarland University Hospital, 66421 Homburg, Germany
| | - Hans-Peter Lenhof
- Chair for Bioinformatics, Saarland University, 66123 Saarbrücken, Germany.,Center for Bioinformatics, Saarland University, 66123 Saarbrücken, Germany
| | | | | | - Eckart Meese
- Department of Human Genetics, Saarland University Hospital, 66421 Homburg, Germany
| | - Martin Simon
- Molecular Cell Dynamics, Center for Human and Molecular Biology, Saarland University, 66123 Saarbrücken, Germany.,Molecular Cell Biology and Microbiology, University of Wuppertal, 42097 Wuppertal, Germany
| | - Andreas Keller
- Chair for Clinical Bioinformatics, Saarland University, 66123 Saarbrücken, Germany.,Center for Bioinformatics, Saarland University, 66123 Saarbrücken, Germany
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Thippabhotla S, Zhong C, He M. 3D cell culture stimulates the secretion of in vivo like extracellular vesicles. Sci Rep 2019; 9:13012. [PMID: 31506601 PMCID: PMC6736862 DOI: 10.1038/s41598-019-49671-3] [Citation(s) in RCA: 146] [Impact Index Per Article: 29.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2019] [Accepted: 08/29/2019] [Indexed: 12/18/2022] Open
Abstract
For studying cellular communications ex-vivo, a two-dimensional (2D) cell culture model is currently used as the “gold standard”. 2D culture models are also widely used in the study of RNA expression profiles from tumor cells secreted extracellular vesicles (EVs) for tumor biomarker discovery. Although the 2D culture system is simple and easily accessible, the culture environment is unable to represent in vivo extracellular matrix (ECM) microenvironment. Our study observed that 2D- culture derived EVs showed significantly different profiles in terms of secretion dynamics and essential signaling molecular contents (RNAs and DNAs), when compared to the three-dimensional (3D) culture derived EVs. By performing small RNA next-generation sequencing (NGS) analysis of cervical cancer cells and their EVs compared with cervical cancer patient plasma EV-derived small RNAs, we observed that 3D- culture derived EV small RNAs differ from their parent cell small RNA profile which may indicate a specific sorting process. Most importantly, the 3D- culture derived EV small RNA profile exhibited a much higher similarity (~96%) to in vivo circulating EVs derived from cervical cancer patient plasma. However, 2D- culture derived EV small RNA profile correlated better with only their parent cells cultured in 2D. On the other hand, DNA sequencing analysis suggests that culture and growth conditions do not affect the genomic information carried by EV secretion. This work also suggests that tackling EV molecular alterations secreted into interstitial fluids can provide an alternative, non-invasive approach for investigating 3D tissue behaviors at the molecular precision. This work could serve as a foundation for building precise models employed in mimicking in vivo tissue system with EVs as the molecular indicators or transporters. Such models could be used for investigating tumor biomarkers, drug screening, and understanding tumor progression and metastasis.
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Affiliation(s)
- Sirisha Thippabhotla
- Department of Electrical Engineering and Computer Science, University of Kansas, Lawrence, Kansas, 66045, USA
| | - Cuncong Zhong
- Department of Electrical Engineering and Computer Science, University of Kansas, Lawrence, Kansas, 66045, USA.,Bioengineering Research Center, University of Kansas, Lawrence, Kansas, 66045, USA
| | - Mei He
- Bioengineering Research Center, University of Kansas, Lawrence, Kansas, 66045, USA. .,Department of Chemical and Petroleum Engineering, University of Kansas, Lawrence, Kansas, 66045, USA. .,Department of Chemistry, University of Kansas, Lawrence, Kansas, 66045, USA.
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10
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MicroRNA targeting by quercetin in cancer treatment and chemoprotection. Pharmacol Res 2019; 147:104346. [PMID: 31295570 DOI: 10.1016/j.phrs.2019.104346] [Citation(s) in RCA: 58] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/30/2019] [Revised: 07/05/2019] [Accepted: 07/05/2019] [Indexed: 02/08/2023]
Abstract
A growing number of evidences from clinical and preclinical studies have shown that dysregulation of microRNA (miRNA) function contributes to the progression of cancer and thus miRNA can be an effective target in therapy. Dietary phytochemicals, such as quercetin, are natural products that have potential anti-cancer properties due to their proven antioxidant, anti-inflammatory, and anti-proliferative effects. Available experimental studies indicate that quercetin could modulate multiple cancer-relevant miRNAs including let-7, miR-21, miR-146a and miR-155, thereby inhibiting cancer initiation and development. This paper reviews the data supporting the use of quercetin for miRNA-mediated chemopreventive and therapeutic strategies in various cancers, with the aim to comprehensively understand its health-promoting benefits and pharmacological potential. Integration of technology platforms for miRNAs biomarker and drug discovery is also presented.
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11
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Ludwig N, Hecksteden A, Kahraman M, Fehlmann T, Laufer T, Kern F, Meyer T, Meese E, Keller A, Backes C. Spring is in the air: seasonal profiles indicate vernal change of miRNA activity. RNA Biol 2019; 16:1034-1043. [PMID: 31035857 DOI: 10.1080/15476286.2019.1612217] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
The envisioned application of miRNAs as diagnostic or prognostic biomarkers calls for an in-depth understanding of their distribution and variability in different physiological states. While effects with respect to ethnic origin, age, or gender are known, the inter-individual variability of miRNAs across the four seasons remained largely hidden. We sequentially profiled the complete repertoire of blood-borne miRNAs for 25 physiologically normal individuals in spring, summer, fall, and winter (altogether 95 samples) and validated the results on 292 individuals (919 samples collected with the Mitra home sampling device) by RT-qPCR. Principal variance component analysis suggests that the largest variability observed in miRNA expression is due to individual variability and the individuals' gender. But the results also highlight a deviation of miRNA activity in samples collected during spring time. Following adjustment for multiple testing, remarkable differences are observed between spring and fall (77 miRNAs). The two most dys-regulated miRNAs were miR-181c-5p and miR-106b-5p (adjusted p-value of 0.007). Other significant miRNAs include miR-140-3p, miR-21-3p, and let-7c-5p. The dys-regulation was validated by RT-qPCR. Systems biology analysis further provides strong evidence for the immunological origin of the signals: dys-regulated miRNAs are enriched in CD56 cells and belong to various signalling and immune-system-related pathways. Our data suggest that besides known confounding factors such as age and sex, also the season in which a test is conducted might have a considerable influence on the expression of blood-borne miRNAs and subsequently might interfere with diagnosis based on such signatures.
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Affiliation(s)
- Nicole Ludwig
- a Department of Human Genetics , Saarland University Hospital , Homburg , Germany.,b Center for Human and Molecular Biology , Saarland University , Homburg , Germany
| | - Anne Hecksteden
- c Department of Sports Medicine , Saarland University , Saarbrücken , Germany
| | - Mustafa Kahraman
- d Chair for Clinical Bioinformatics , Saarland University , Saarbrücken , Germany.,e Hummingbird Diagnostics GmbH , Heidelberg , Germany
| | - Tobias Fehlmann
- d Chair for Clinical Bioinformatics , Saarland University , Saarbrücken , Germany
| | - Thomas Laufer
- d Chair for Clinical Bioinformatics , Saarland University , Saarbrücken , Germany.,e Hummingbird Diagnostics GmbH , Heidelberg , Germany
| | - Fabian Kern
- d Chair for Clinical Bioinformatics , Saarland University , Saarbrücken , Germany
| | - Tim Meyer
- c Department of Sports Medicine , Saarland University , Saarbrücken , Germany
| | - Eckart Meese
- a Department of Human Genetics , Saarland University Hospital , Homburg , Germany
| | - Andreas Keller
- d Chair for Clinical Bioinformatics , Saarland University , Saarbrücken , Germany
| | - Christina Backes
- d Chair for Clinical Bioinformatics , Saarland University , Saarbrücken , Germany
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12
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Diener C, Galata V, Keller A, Meese E. MicroRNA profiling from dried blood samples. Crit Rev Clin Lab Sci 2019; 56:111-117. [DOI: 10.1080/10408363.2018.1561641] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Caroline Diener
- Institute of Human Genetics, Medical Faculty, Saarland University, Homburg, Germany
| | - Valentina Galata
- Chair for Clinical Bioinformatics, Medical Faculty, Saarland University, Center for Bioinformatics, Saarbrücken, Germany
| | - Andreas Keller
- Chair for Clinical Bioinformatics, Medical Faculty, Saarland University, Center for Bioinformatics, Saarbrücken, Germany
| | - Eckart Meese
- Institute of Human Genetics, Medical Faculty, Saarland University, Homburg, Germany
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Umu SU, Langseth H, Bucher-Johannessen C, Fromm B, Keller A, Meese E, Lauritzen M, Leithaug M, Lyle R, Rounge TB. A comprehensive profile of circulating RNAs in human serum. RNA Biol 2017; 15:242-250. [PMID: 29219730 PMCID: PMC5798962 DOI: 10.1080/15476286.2017.1403003] [Citation(s) in RCA: 90] [Impact Index Per Article: 12.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Non-coding RNA (ncRNA) molecules have fundamental roles in cells and many are also stable in body fluids as extracellular RNAs. In this study, we used RNA sequencing (RNA-seq) to investigate the profile of small non-coding RNA (sncRNA) in human serum. We analyzed 10 billion Illumina reads from 477 serum samples, included in the Norwegian population-based Janus Serum Bank (JSB). We found that the core serum RNA repertoire includes 258 micro RNAs (miRNA), 441 piwi-interacting RNAs (piRNA), 411 transfer RNAs (tRNA), 24 small nucleolar RNAs (snoRNA), 125 small nuclear RNAs (snRNA) and 123 miscellaneous RNAs (misc-RNA). We also investigated biological and technical variation in expression, and the results suggest that many RNA molecules identified in serum contain signs of biological variation. They are therefore unlikely to be random degradation by-products. In addition, the presence of specific fragments of tRNA, snoRNA, Vault RNA and Y_RNA indicates protection from degradation. Our results suggest that many circulating RNAs in serum can be potential biomarkers.
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Affiliation(s)
- Sinan Uğur Umu
- a Department of Research , Cancer Registry of Norway , Oslo , Norway
| | - Hilde Langseth
- a Department of Research , Cancer Registry of Norway , Oslo , Norway
| | | | - Bastian Fromm
- b Department of Tumor Biology , Institute for Cancer Research, The Norwegian Radium Hospital, Oslo University Hospital , Nydalen, Oslo , Norway
| | - Andreas Keller
- c Department of Clinical Bioinformatics , Saarland University , Saarbruecken , Germany
| | - Eckart Meese
- d Department of Human Genetics , Saarland University , Homburg/Saar , Germany
| | | | - Magnus Leithaug
- e Department of Medical Genetics , Oslo University Hospital and University of Oslo , Oslo , Norway
| | - Robert Lyle
- e Department of Medical Genetics , Oslo University Hospital and University of Oslo , Oslo , Norway.,f PharmaTox Strategic Research Initiative, School of Pharmacy, Faculty of Mathematics and Natural Sciences , University of Oslo , Oslo , Norway
| | - Trine B Rounge
- a Department of Research , Cancer Registry of Norway , Oslo , Norway
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