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Shen Z, Naveed M, Bao J. Untacking small RNA profiling and RNA fragment footprinting: Approaches and challenges in library construction. WILEY INTERDISCIPLINARY REVIEWS. RNA 2024; 15:e1852. [PMID: 38715192 DOI: 10.1002/wrna.1852] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/21/2024] [Revised: 04/09/2024] [Accepted: 04/10/2024] [Indexed: 06/06/2024]
Abstract
Small RNAs (sRNAs) with sizes ranging from 15 to 50 nucleotides (nt) are critical regulators of gene expression control. Prior studies have shown that sRNAs are involved in a broad range of biological processes, such as organ development, tumorigenesis, and epigenomic regulation; however, emerging evidence unveils a hidden layer of diversity and complexity of endogenously encoded sRNAs profile in eukaryotic organisms, including novel types of sRNAs and the previously unknown post-transcriptional RNA modifications. This underscores the importance for accurate, unbiased detection of sRNAs in various cellular contexts. A multitude of high-throughput methods based on next-generation sequencing (NGS) are developed to decipher the sRNA expression and their modifications. Nonetheless, distinct from mRNA sequencing, the data from sRNA sequencing suffer frequent inconsistencies and high variations emanating from the adapter contaminations and RNA modifications, which overall skew the sRNA libraries. Here, we summarize the sRNA-sequencing approaches, and discuss the considerations and challenges for the strategies and methods of sRNA library construction. The pros and cons of sRNA sequencing have significant implications for implementing RNA fragment footprinting approaches, including CLIP-seq and Ribo-seq. We envision that this review can inspire novel improvements in small RNA sequencing and RNA fragment footprinting in future. This article is categorized under: RNA Evolution and Genomics > Computational Analyses of RNA RNA Processing > Processing of Small RNAs Regulatory RNAs/RNAi/Riboswitches > Biogenesis of Effector Small RNAs.
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Affiliation(s)
- Zhaokang Shen
- Department of Obstetrics and Gynecology, Center for Reproduction and Genetics, The First Affiliated Hospital of USTC, Center for Advanced Interdisciplinary Science and Biomedicine of IHM, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui, China
- Hefei National Laboratory for Physical Sciences at Microscale, Biomedical Sciences and Health Laboratory of Anhui Province, University of Science and Technology of China (USTC), Hefei, Anhui, China
| | - Muhammad Naveed
- Hefei National Laboratory for Physical Sciences at Microscale, Biomedical Sciences and Health Laboratory of Anhui Province, University of Science and Technology of China (USTC), Hefei, Anhui, China
- Department of Obstetrics and Gynecology, Center for Reproduction and Genetics, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui, China
| | - Jianqiang Bao
- Department of Obstetrics and Gynecology, Center for Reproduction and Genetics, The First Affiliated Hospital of USTC, Center for Advanced Interdisciplinary Science and Biomedicine of IHM, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui, China
- Hefei National Laboratory for Physical Sciences at Microscale, Biomedical Sciences and Health Laboratory of Anhui Province, University of Science and Technology of China (USTC), Hefei, Anhui, China
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2
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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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3
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G1/S restriction point coordinates phasic gene expression and cell differentiation. Nat Commun 2022; 13:3696. [PMID: 35760790 PMCID: PMC9237072 DOI: 10.1038/s41467-022-31101-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Accepted: 05/31/2022] [Indexed: 01/19/2023] Open
Abstract
Pluripotent embryonic stem cells have a unique cell cycle structure with a suppressed G1/S restriction point and little differential expression across the cell cycle phases. Here, we evaluate the link between G1/S restriction point activation, phasic gene expression, and cellular differentiation. Expression analysis reveals a gain in phasic gene expression across lineages between embryonic days E7.5 and E9.5. Genetic manipulation of the G1/S restriction point regulators miR-302 and P27 respectively accelerates or delays the onset of phasic gene expression in mouse embryos. Loss of miR-302-mediated p21 or p27 suppression expedites embryonic stem cell differentiation, while a constitutive Cyclin E mutant blocks it. Together, these findings uncover a causal relationship between emergence of the G1/S restriction point with a gain in phasic gene expression and cellular differentiation.
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Wan H, Fu R, Tong M, Wang Y, Wang L, Wang S, Zhang Y, Li W, Wang X, Feng G. Influence of feeder cells on transcriptomic analysis of pluripotent stem cells. Cell Prolif 2022; 55:e13189. [PMID: 35060660 PMCID: PMC8828260 DOI: 10.1111/cpr.13189] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2021] [Revised: 12/30/2021] [Accepted: 01/02/2022] [Indexed: 12/14/2022] Open
Affiliation(s)
- Haifeng Wan
- State Key Laboratory of Stem Cell and Reproductive Biology Institute of Zoology Chinese Academy of Sciences Beijing China
- Institute for Stem Cell and Regenerative Medicine Chinese Academy of Sciences Beijing China
- Beijing Institute for Stem Cell and Regenerative Medicine Beijing China
| | - Rui Fu
- State Key Laboratory of Stem Cell and Reproductive Biology Institute of Zoology Chinese Academy of Sciences Beijing China
- Institute for Stem Cell and Regenerative Medicine Chinese Academy of Sciences Beijing China
- Beijing Institute for Stem Cell and Regenerative Medicine Beijing China
| | - Man Tong
- Key Laboratory of Genetic Network Biology Institute of Genetics and Developmental Biology Innovation Academy of Seed Design Chinese Academy of Sciences Beijing China
| | - Yukai Wang
- State Key Laboratory of Stem Cell and Reproductive Biology Institute of Zoology Chinese Academy of Sciences Beijing China
- Institute for Stem Cell and Regenerative Medicine Chinese Academy of Sciences Beijing China
- Beijing Institute for Stem Cell and Regenerative Medicine Beijing China
- National Stem Cell Resource Center, Chinese Academy of Sciences Beijing China
| | - Libin Wang
- State Key Laboratory of Stem Cell and Reproductive Biology Institute of Zoology Chinese Academy of Sciences Beijing China
- Institute for Stem Cell and Regenerative Medicine Chinese Academy of Sciences Beijing China
- Beijing Institute for Stem Cell and Regenerative Medicine Beijing China
| | - Siqi Wang
- State Key Laboratory of Stem Cell and Reproductive Biology Institute of Zoology Chinese Academy of Sciences Beijing China
- Institute for Stem Cell and Regenerative Medicine Chinese Academy of Sciences Beijing China
- Beijing Institute for Stem Cell and Regenerative Medicine Beijing China
| | - Ying Zhang
- State Key Laboratory of Stem Cell and Reproductive Biology Institute of Zoology Chinese Academy of Sciences Beijing China
- Institute for Stem Cell and Regenerative Medicine Chinese Academy of Sciences Beijing China
- Beijing Institute for Stem Cell and Regenerative Medicine Beijing China
| | - Wei Li
- State Key Laboratory of Stem Cell and Reproductive Biology Institute of Zoology Chinese Academy of Sciences Beijing China
- Institute for Stem Cell and Regenerative Medicine Chinese Academy of Sciences Beijing China
- Beijing Institute for Stem Cell and Regenerative Medicine Beijing China
- University of Chinese Academy of Sciences Beijing China
| | - Xiu‐Jie Wang
- Key Laboratory of Genetic Network Biology Institute of Genetics and Developmental Biology Innovation Academy of Seed Design Chinese Academy of Sciences Beijing China
- University of Chinese Academy of Sciences Beijing China
| | - Guihai Feng
- State Key Laboratory of Stem Cell and Reproductive Biology Institute of Zoology Chinese Academy of Sciences Beijing China
- Institute for Stem Cell and Regenerative Medicine Chinese Academy of Sciences Beijing China
- Beijing Institute for Stem Cell and Regenerative Medicine Beijing China
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5
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Schmauch E, Levonen AL, Linna-Kuosmanen S. Global MicroRNA Profiling of Vascular Endothelial Cells. Methods Mol Biol 2022; 2475:157-186. [PMID: 35451756 DOI: 10.1007/978-1-0716-2217-9_11] [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] [Indexed: 06/14/2023]
Abstract
MicroRNA sequencing (miRNA-seq) enables the detection and characterization of the cell miRNome, including miRNA isoforms (isomiRs) and novel miRNA species. In roughly half of the cases, the most abundant isomiR in the cells is not the reference miRNA given in miRBase, which highlights the importance of isomiR-specific analysis. Here, we describe a gel-free protocol for global miRNA profiling in vascular endothelial cells and the main steps of the subsequent data analysis with two alternative analysis methods. In addition to endothelial cells, the protocol is suitable for other cell and tissue types and has been successfully used to obtain miRNA-seq data from human cardiac tissue, plasma, pericardial fluid, and biofluid exosomes.
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Affiliation(s)
- Eloi Schmauch
- A. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland
- MIT Computer Science and Artificial Intelligence Laboratory, Cambridge, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Anna-Liisa Levonen
- A. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland
| | - Suvi Linna-Kuosmanen
- MIT Computer Science and Artificial Intelligence Laboratory, Cambridge, MA, USA.
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
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6
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Dole NS, Yoon J, Monteiro DA, Yang J, Mazur CM, Kaya S, Belair CD, Alliston T. Mechanosensitive miR-100 coordinates TGFβ and Wnt signaling in osteocytes during fluid shear stress. FASEB J 2021; 35:e21883. [PMID: 34569659 PMCID: PMC9153140 DOI: 10.1096/fj.202100930] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2021] [Accepted: 08/12/2021] [Indexed: 11/12/2022]
Abstract
Organism scale mechanical forces elicit cellular scale changes through coordinated regulation of multiple signaling pathways. The mechanisms by which cells integrate signaling to generate a unified biological response remains a major question in mechanobiology. For example, the mechanosensitive response of bone and other tissues requires coordinated signaling by the transforming growth factor beta (TGFβ) and Wnt pathways through mechanisms that are not well‐defined. Here we report a new microRNA‐dependent mechanism that mediates mechanosensitive crosstalk between TGFβ and Wnt signaling in osteocytes exposed to fluid shear stress (FSS). From 60 mechanosensitive microRNA (miRs) identified by small‐RNAseq, miR100 expression is suppressed by in vivo hindlimb loading in the murine tibia and by cellular scale FSS in OCY454 cells. Though FSS activates both TGFβ and Wnt signaling in osteocytes, only TGFβ represses miR‐100 expression. miR‐100, in turn, antagonizes Wnt signaling by targeting and inhibiting expression of Frizzled receptors (FZD5/FZD8). Accordingly, miR‐100 inhibition blunts FSS‐ and TGFβ‐inducible Wnt signaling. Therefore, our results identify FSS‐responsive miRNAs in osteocytes, including one that integrates the mechanosensitive function of two essential signaling pathways in the osteoanabolic response of bone to mechanical load.
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Affiliation(s)
- Neha S Dole
- Department of Orthopaedic Surgery, University of California, San Francisco, San Francisco, California, USA
| | - Jihee Yoon
- Department of Orthopaedic Surgery, University of California, San Francisco, San Francisco, California, USA
| | - David A Monteiro
- Department of Orthopaedic Surgery, University of California, San Francisco, San Francisco, California, USA
| | - Jason Yang
- Department of Molecular & Cell Biology, University of California Berkeley, Berkeley, California, USA
| | - Courtney M Mazur
- Department of Orthopaedic Surgery, University of California, San Francisco, San Francisco, California, USA
| | - Serra Kaya
- Department of Orthopaedic Surgery, University of California, San Francisco, San Francisco, California, USA
| | - Cassandra D Belair
- Eli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, California, USA.,Department of Urology, University of California, San Francisco, San Francisco, California, USA
| | - Tamara Alliston
- Department of Orthopaedic Surgery, University of California, San Francisco, San Francisco, California, USA.,Eli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, California, USA
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7
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Single-cell microRNA sequencing method comparison and application to cell lines and circulating lung tumor cells. Nat Commun 2021; 12:4316. [PMID: 34262050 PMCID: PMC8280203 DOI: 10.1038/s41467-021-24611-w] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Accepted: 06/23/2021] [Indexed: 02/07/2023] Open
Abstract
Molecular single cell analyses provide insights into physiological and pathological processes. Here, in a stepwise approach, we first evaluate 19 protocols for single cell small RNA sequencing on MCF7 cells spiked with 1 pg of 1,006 miRNAs. Second, we analyze MCF7 single cell equivalents of the eight best protocols. Third, we sequence single cells from eight different cell lines and 67 circulating tumor cells (CTCs) from seven SCLC patients. Altogether, we analyze 244 different samples. We observe high reproducibility within protocols and reads covered a broad spectrum of RNAs. For the 67 CTCs, we detect a median of 68 miRNAs, with 10 miRNAs being expressed in 90% of tested cells. Enrichment analysis suggested the lung as the most likely organ of origin and enrichment of cancer-related categories. Even the identification of non-annotated candidate miRNAs was feasible, underlining the potential of single cell small RNA sequencing. Technologies for small non-coding RNA sequencing at the single-cell level are less mature than for sequencing mRNAs. Here the authors evaluate available protocols for analysis of circulating lung cancer tumour cells.
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8
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Anastasakis DG, Jacob A, Konstantinidou P, Meguro K, Claypool D, Cekan P, Haase AD, Hafner M. A non-radioactive, improved PAR-CLIP and small RNA cDNA library preparation protocol. Nucleic Acids Res 2021; 49:e45. [PMID: 33503264 DOI: 10.1093/nar/gkab011] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2020] [Revised: 12/28/2020] [Accepted: 01/06/2021] [Indexed: 02/06/2023] Open
Abstract
Crosslinking and immunoprecipitation (CLIP) methods are powerful techniques to interrogate direct protein-RNA interactions and dissect posttranscriptional gene regulatory networks. One widely used CLIP variant is photoactivatable ribonucleoside enhanced CLIP (PAR-CLIP) that involves in vivo labeling of nascent RNAs with the photoreactive nucleosides 4-thiouridine (4SU) or 6-thioguanosine (6SG), which can efficiently crosslink to interacting proteins using UVA and UVB light. Crosslinking of 4SU or 6SG to interacting amino acids changes their base-pairing properties and results in characteristic mutations in cDNA libraries prepared for high-throughput sequencing, which can be computationally exploited to remove abundant background from non-crosslinked sequences and help pinpoint RNA binding protein binding sites at nucleotide resolution on a transcriptome-wide scale. Here we present a streamlined protocol for fluorescence-based PAR-CLIP (fPAR-CLIP) that eliminates the need to use radioactivity. It is based on direct ligation of a fluorescently labeled adapter to the 3'end of crosslinked RNA on immobilized ribonucleoproteins, followed by isolation of the adapter-ligated RNA and efficient conversion into cDNA without the previously needed size fractionation on denaturing polyacrylamide gels. These improvements cut the experimentation by half to 2 days and increases sensitivity by 10-100-fold.
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Affiliation(s)
- Dimitrios G Anastasakis
- Laboratory of Muscle Stem Cells and Gene Regulation, National Institute for Arthritis and Musculoskeletal and Skin Disease, National Institutes of Health, Bethesda, 20892 MD, USA
| | - Alexis Jacob
- Laboratory of Muscle Stem Cells and Gene Regulation, National Institute for Arthritis and Musculoskeletal and Skin Disease, National Institutes of Health, Bethesda, 20892 MD, USA
| | - Parthena Konstantinidou
- Laboratory of Cellular and Molecular Biology, National Institutes of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, 20892 MD, USA
| | - Kazuyuki Meguro
- Laboratory of Clinical Immunology & Microbiology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, 20892 MD, USA
| | - Duncan Claypool
- Laboratory of Muscle Stem Cells and Gene Regulation, National Institute for Arthritis and Musculoskeletal and Skin Disease, National Institutes of Health, Bethesda, 20892 MD, USA
| | - Pavol Cekan
- MultiplexDX s.r.o., 841 04 Bratislava, Slovakia
| | - Astrid D Haase
- Laboratory of Cellular and Molecular Biology, National Institutes of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, 20892 MD, USA
| | - Markus Hafner
- Laboratory of Muscle Stem Cells and Gene Regulation, National Institute for Arthritis and Musculoskeletal and Skin Disease, National Institutes of Health, Bethesda, 20892 MD, USA
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Benesova S, Kubista M, Valihrach L. Small RNA-Sequencing: Approaches and Considerations for miRNA Analysis. Diagnostics (Basel) 2021; 11:964. [PMID: 34071824 PMCID: PMC8229417 DOI: 10.3390/diagnostics11060964] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Revised: 05/21/2021] [Accepted: 05/24/2021] [Indexed: 01/15/2023] Open
Abstract
MicroRNAs (miRNAs) are a class of small RNA molecules that have an important regulatory role in multiple physiological and pathological processes. Their disease-specific profiles and presence in biofluids are properties that enable miRNAs to be employed as non-invasive biomarkers. In the past decades, several methods have been developed for miRNA analysis, including small RNA sequencing (RNA-seq). Small RNA-seq enables genome-wide profiling and analysis of known, as well as novel, miRNA variants. Moreover, its high sensitivity allows for profiling of low input samples such as liquid biopsies, which have now found applications in diagnostics and prognostics. Still, due to technical bias and the limited ability to capture the true miRNA representation, its potential remains unfulfilled. The introduction of many new small RNA-seq approaches that tried to minimize this bias, has led to the existence of the many small RNA-seq protocols seen today. Here, we review all current approaches to cDNA library construction used during the small RNA-seq workflow, with particular focus on their implementation in commercially available protocols. We provide an overview of each protocol and discuss their applicability. We also review recent benchmarking studies comparing each protocol's performance and summarize the major conclusions that can be gathered from their usage. The result documents variable performance of the protocols and highlights their different applications in miRNA research. Taken together, our review provides a comprehensive overview of all the current small RNA-seq approaches, summarizes their strengths and weaknesses, and provides guidelines for their applications in miRNA research.
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Affiliation(s)
- Sarka Benesova
- Laboratory of Gene Expression, Institute of Biotechnology, CAS, BIOCEV, 252 50 Vestec, Czech Republic; (S.B.); (M.K.)
- Laboratory of Informatics and Chemistry, Faculty of Chemical Technology, University of Chemistry and Technology, 166 28 Prague, Czech Republic
| | - Mikael Kubista
- Laboratory of Gene Expression, Institute of Biotechnology, CAS, BIOCEV, 252 50 Vestec, Czech Republic; (S.B.); (M.K.)
- TATAA Biocenter AB, 411 03 Gothenburg, Sweden
| | - Lukas Valihrach
- Laboratory of Gene Expression, Institute of Biotechnology, CAS, BIOCEV, 252 50 Vestec, Czech Republic; (S.B.); (M.K.)
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Chong ZX, Yeap SK, Ho WY. Roles of circulating microRNA(s) in human breast cancer. Arch Biochem Biophys 2020; 695:108583. [DOI: 10.1016/j.abb.2020.108583] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2020] [Revised: 09/05/2020] [Accepted: 09/08/2020] [Indexed: 12/14/2022]
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11
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Li B, Li Y, Jiang Y, Manz A, Wu W. A digital PCR system based on the thermal cycled chip with multi helix winding capillary. Sci Rep 2020; 10:17824. [PMID: 33082428 PMCID: PMC7576587 DOI: 10.1038/s41598-020-74711-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2020] [Accepted: 10/05/2020] [Indexed: 12/19/2022] Open
Abstract
This paper presents a digital PCR system based on a novel thermal cycled chip, which wraps microchannels on a trapezoidal structure made of polydimethylsiloxane (PDMS) in a multi-helix manner for the first time. It is found that compared to the single helix chip commonly used in previous reports, this kind of novel multi-helix chip can make the surface temperature in the renaturation zone more uniform, and even in the case of rapid fluid flow, it can improve the efficiency of the polymerase chain reaction. What's more, the winding method of multi helix (such as double helix, six helix and eight helix) can obtain better temperature uniformity than the winding of odd helix (such as single helix and three helix). As a proof of concept, the temperature-optimized double-helical chip structure is applied to continuous-flow digital PCR and there is no need to add any surfactant to both the oil phase and reagent. In addition, we successfully analyzed the fluorescence signal of continuous-flow digital PCR by using CMOS camera. Finally, this method is applied for the absolute quantification of the clinical serum sample infected by HBV. The accuracy of the test results has been confirmed by commercial instruments.
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Affiliation(s)
- Bin Li
- State Key Laboratory of Applied Optics, Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, 130033, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Yuanming Li
- State Key Laboratory of Applied Optics, Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, 130033, China
| | - Yangyang Jiang
- State Key Laboratory of Applied Optics, Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, 130033, China
| | - Andreas Manz
- Systems Engineering Department, Saarland University, 66123, Saarbrücken, Germany
- Bio Sensor & Materials Group, KIST Europe, 66123, Saarbrücken, Germany
| | - Wenming Wu
- State Key Laboratory of Applied Optics, Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, 130033, China.
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12
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Comparative transcriptome analysis of root, stem, and leaf tissues of Entada phaseoloides reveals potential genes involved in triterpenoid saponin biosynthesis. BMC Genomics 2020; 21:639. [PMID: 32933468 PMCID: PMC7493163 DOI: 10.1186/s12864-020-07056-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2019] [Accepted: 09/06/2020] [Indexed: 12/15/2022] Open
Abstract
Background Entada phaseoloides (L.) Merr. is an important traditional medicinal plant. The stem of Entada phaseoloides is popularly used as traditional medicine because of its significance in dispelling wind and dampness and remarkable anti-inflammatory activities. Triterpenoid saponins are the major bioactive compounds of Entada phaseoloides. However, genomic or transcriptomic technologies have not been used to study the triterpenoid saponin biosynthetic pathway in this plant. Results We performed comparative transcriptome analysis of the root, stem, and leaf tissues of Entada phaseoloides with three independent biological replicates and obtained a total of 53.26 Gb clean data and 116,910 unigenes, with an average N50 length of 1218 bp. Putative functions could be annotated to 42,191 unigenes (36.1%) based on BLASTx searches against the Non-redundant, Uniprot, KEGG, Pfam, GO, KEGG and COG databases. Most of the unigenes related to triterpenoid saponin backbone biosynthesis were specifically upregulated in the stem. A total of 26 cytochrome P450 and 17 uridine diphosphate glycosyltransferase candidate genes related to triterpenoid saponin biosynthesis were identified. The differential expressions of selected genes were further verified by qPT-PCR. Conclusions The dataset reported here will facilitate the research about the functional genomics of triterpenoid saponin biosynthesis and genetic engineering of Entada phaseoloides.
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Nagarajan MB, Tentori AM, Zhang WC, Slack FJ, Doyle PS. Spatially resolved and multiplexed MicroRNA quantification from tissue using nanoliter well arrays. MICROSYSTEMS & NANOENGINEERING 2020; 6:51. [PMID: 32419951 PMCID: PMC7211184 DOI: 10.1038/s41378-020-0169-8] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/24/2019] [Revised: 04/08/2020] [Accepted: 04/09/2020] [Indexed: 05/27/2023]
Abstract
Spatially resolved gene expression patterns are emerging as a key component of medical studies, including companion diagnostics, but technologies for quantification and multiplexing are limited. We present a method to perform spatially resolved and multiplexed microRNA (miRNA) measurements from formalin-fixed, paraffin-embedded (FFPE) tissue. Using nanoliter well arrays to pixelate the tissue section and photopatterned hydrogels to quantify miRNA, we identified differentially expressed miRNAs in tumors from a genetically engineered mouse model for non-small cell lung cancer (K-rasLSL-G12D/+; p53fl/fl). This technology could be used to quantify heterogeneities in tissue samples and lead to informed, biomarker-based diagnostics.
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Affiliation(s)
- Maxwell B. Nagarajan
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139 USA
| | - Augusto M. Tentori
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139 USA
| | - Wen Cai Zhang
- HMS Initiative for RNA Medicine, Department of Pathology, Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, MA 02215 USA
| | - Frank J. Slack
- HMS Initiative for RNA Medicine, Department of Pathology, Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, MA 02215 USA
| | - Patrick S. Doyle
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139 USA
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14
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Olivares D, Perez-Hernandez J, Perez-Gil D, Chaves FJ, Redon J, Cortes R. Optimization of small RNA library preparation protocol from human urinary exosomes. J Transl Med 2020; 18:132. [PMID: 32188466 PMCID: PMC7081560 DOI: 10.1186/s12967-020-02298-9] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2019] [Accepted: 03/11/2020] [Indexed: 12/12/2022] Open
Abstract
Background Sequencing of miRNAs isolated from exosomes has great potential to identify novel disease biomarkers, but exosomes have low amount of RNA, hindering adequate analysis and quantification. Here, we have assessed several steps in developing an optimized small RNA (sRNA) library preparation protocol for next-generation sequencing (NGS) miRNA analysis from urinary exosomes. Methods A total of 24 urinary exosome samples from donors were included in this study. RNA was extracted by column-based methods. The quality of extracted RNA was assessed by spectrophotometric quantification and Bioanalyzer software analysis. All libraries were prepared using the CleanTag small RNA library preparation protocol and the effect of our additional modifications on adapter-dimer presence, sequencing data and tagged small RNA library population was also analyzed. Results Our results show that good quality sequencing libraries can be prepared following our optimized small RNA library preparation protocol from urinary exosomes. When the size selection by gel purification step was included within the workflow, adapter-dimer was totally removed from cDNA libraries. Furthermore, the inclusion of this modification step within small RNA library protocol augmented the small RNA mapped reads, with an especially significant 37% increase in miRNA reads, and the gel purification step made no difference to the tagged miRNA population. Conclusions This study provides researchers with an optimized small RNA library preparation workflow for next generation sequencing based exosome-associated miRNA analysis that yields a high amount of miRNA mapped reads without skewing the tagged miRNA population significantly.
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Affiliation(s)
- Dolores Olivares
- Cardiometabolic and Renal Risk Research Group, INCLIVA Biomedical Research Institute, Avd. Menéndez Pelayo, accesorio 4, 46010, Valencia, Spain
| | - Javier Perez-Hernandez
- Cardiometabolic and Renal Risk Research Group, INCLIVA Biomedical Research Institute, Avd. Menéndez Pelayo, accesorio 4, 46010, Valencia, Spain.,INSERM, U1016, Cochin Institute, 75014, Paris, France
| | - Daniel Perez-Gil
- Cardiometabolic and Renal Risk Research Group, INCLIVA Biomedical Research Institute, Avd. Menéndez Pelayo, accesorio 4, 46010, Valencia, Spain.,Genomics England, Dawson Hall, Charterhouse Square, London, EC1M 6BQ, UK
| | - Felipe J Chaves
- Genomics and Diabetes Unit, INCLIVA Biomedical Research Institute, Avd. Menéndez Pelayo, accesorio 4, 46010, Valencia, Spain. .,CIBER of Diabetes and Associated Metabolic Diseases (CIBERDEM), Institute of Health Carlos III, Minister of Health, Barcelona, Spain.
| | - Josep Redon
- Cardiometabolic and Renal Risk Research Group, INCLIVA Biomedical Research Institute, Avd. Menéndez Pelayo, accesorio 4, 46010, Valencia, Spain.,Internal Medicine, Clinic Universitary Hospital, Avd. Blasco Ibañez, 17, 46010, Valencia, Spain
| | - Raquel Cortes
- Cardiometabolic and Renal Risk Research Group, INCLIVA Biomedical Research Institute, Avd. Menéndez Pelayo, accesorio 4, 46010, Valencia, Spain.
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15
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The Extracellular RNA Communication Consortium: Establishing Foundational Knowledge and Technologies for Extracellular RNA Research. Cell 2020; 177:231-242. [PMID: 30951667 DOI: 10.1016/j.cell.2019.03.023] [Citation(s) in RCA: 139] [Impact Index Per Article: 34.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
The Extracellular RNA Communication Consortium (ERCC) was launched to accelerate progress in the new field of extracellular RNA (exRNA) biology and to establish whether exRNAs and their carriers, including extracellular vesicles (EVs), can mediate intercellular communication and be utilized for clinical applications. Phase 1 of the ERCC focused on exRNA/EV biogenesis and function, discovery of exRNA biomarkers, development of exRNA/EV-based therapeutics, and construction of a robust set of reference exRNA profiles for a variety of biofluids. Here, we present progress by ERCC investigators in these areas, and we discuss collaborative projects directed at development of robust methods for EV/exRNA isolation and analysis and tools for sharing and computational analysis of exRNA profiling data.
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