miRNA assays in the clinical laboratory: workflow, detection technologies and automation aspects

Abstract microRNAs (miRNAs) are short non-coding RNA molecules that regulate gene expression in eukaryotes. Their differential abundance is indicative or even causative for a variety of pathological processes including cancer or cardiovascular disorders. Due to their important biological function, miRNAs represent a promising class of novel biomarkers that may be used to diagnose life-threatening diseases, and to monitor disease progression. Further, they may guide treatment selection or dosage of drugs. miRNAs from blood or derived fractions are particularly interesting candidates for routine laboratory applications, as they can be measured in most clinical laboratories already today. This assures a good accessibility of respective tests. Albeit their great potential, miRNA-based diagnostic tests have not made their way yet into the clinical routine, and hence no standardized workflows have been established to measure miRNAs for patients’ benefit. In this review we summarize the detection technologies and workflow options that exist to measure miRNAs, and we describe the advantages and disadvantages of each of these options. Moreover, we also provide a perspective on data analysis aspects that are vital for translation of raw data into actionable diagnostic test results.

[1]  J. Wengel,et al.  LNA (locked nucleic acid): high-affinity targeting of complementary RNA and DNA. , 2004, Biochemistry.

[2]  Ajay Agarwal,et al.  Label-free direct detection of MiRNAs with silicon nanowire biosensors. , 2009, Biosensors & bioelectronics.

[3]  W. Al-Soud,et al.  Purification and Characterization of PCR-Inhibitory Components in Blood Cells , 2001, Journal of Clinical Microbiology.

[4]  Emilie Viennois,et al.  Microelectrode miRNA sensors enabled by enzymeless electrochemical signal amplification. , 2015, Analytical chemistry.

[5]  Heidi J. Peltier,et al.  Normalization of microRNA expression levels in quantitative RT-PCR assays: identification of suitable reference RNA targets in normal and cancerous human solid tissues. , 2008, RNA.

[6]  J. T. Dunnen,et al.  Next generation sequencing technology: Advances and applications. , 2014, Biochimica et biophysica acta.

[7]  Taro Ueno,et al.  Detection and Quantification of MicroRNAs by Ligase-Assisted Sandwich Hybridization on a Microarray. , 2016, Methods in molecular biology.

[8]  J. Blanco,et al.  Anticoagulants Interfere with PCR Used To Diagnose Invasive Aspergillosis , 2002, Journal of Clinical Microbiology.

[9]  B. Davis-Dusenbery,et al.  Mechanisms of control of microRNA biogenesis. , 2010, Journal of biochemistry.

[10]  Thomas D. Schmittgen,et al.  Real-time PCR quantification of precursor and mature microRNA. , 2008, Methods.

[11]  Richard Durbin,et al.  Sequence analysis Fast and accurate short read alignment with Burrows – Wheeler transform , 2009 .

[12]  K. Kosik,et al.  MicroRNA-21 is an antiapoptotic factor in human glioblastoma cells. , 2005, Cancer research.

[13]  Michael Hackenberg,et al.  sRNAtoolbox: an integrated collection of small RNA research tools , 2015, Nucleic Acids Res..

[14]  P. Einat,et al.  Methodologies for high-throughput expression profiling of microRNAs. , 2006, Methods in molecular biology.

[15]  David J. Galas,et al.  Comparing the MicroRNA Spectrum between Serum and Plasma , 2012, PloS one.

[16]  Christina Backes,et al.  Bias in High-Throughput Analysis of miRNAs and Implications for Biomarker Studies. , 2016, Analytical chemistry.

[17]  A. Keller,et al.  Distribution of miRNA expression across human tissues , 2016, Nucleic acids research.

[18]  Sabine C. Mueller,et al.  A blood based 12-miRNA signature of Alzheimer disease patients , 2013, Genome Biology.

[19]  Muneesh Tewari,et al.  Analysis of circulating microRNA biomarkers in plasma and serum using quantitative reverse transcription-PCR (qRT-PCR). , 2010, Methods.

[20]  Perry D Moerland,et al.  MiR423-5p As a Circulating Biomarker for Heart Failure , 2010, Circulation research.

[21]  R. Robitaille,et al.  Circulating miRNAs as sensitive and specific biomarkers for the diagnosis and monitoring of human diseases: promises and challenges. , 2013, Clinical biochemistry.

[22]  V. Kim,et al.  Biogenesis of small RNAs in animals , 2009, Nature Reviews Molecular Cell Biology.

[23]  M. Rodicio,et al.  Analytical aspects of microRNA in diagnostics: a review. , 2011, Analytica chimica acta.

[24]  Wei Li,et al.  MicroRNA detection by microarray , 2009, Analytical and bioanalytical chemistry.

[25]  Vladimir Benes,et al.  A sensitive array for microRNA expression profiling (miChip) based on locked nucleic acids (LNA). , 2006, RNA.

[26]  Nóra Varga,et al.  Sensitive and specific detection of microRNAs by northern blot analysis using LNA-modified oligonucleotide probes. , 2004, Nucleic acids research.

[27]  Sebastian D. Mackowiak,et al.  miRDeep2 accurately identifies known and hundreds of novel microRNA genes in seven animal clades , 2011, Nucleic acids research.

[28]  Christina Backes,et al.  Deep characterization of blood cell miRNomes by NGS , 2016, Cellular and Molecular Life Sciences.

[29]  S. Wyman,et al.  Post-transcriptional generation of miRNA variants by multiple nucleotidyl transferases contributes to miRNA transcriptome complexity. , 2011, Genome research.

[30]  M. Metzker Sequencing technologies — the next generation , 2010, Nature Reviews Genetics.

[31]  Pamela J Green,et al.  Methods for isolation of total RNA to recover miRNAs and other small RNAs from diverse species. , 2010, Methods in molecular biology.

[32]  Qinghua Shi,et al.  mirTools 2.0 for non-coding RNA discovery, profiling, and functional annotation based on high-throughput sequencing , 2013, RNA biology.

[33]  A. Schetter,et al.  Circulating micro‐RNA expression profiles in early stage nonsmall cell lung cancer , 2012, International journal of cancer.

[34]  Larry J Kricka,et al.  RNA testing now automated. , 2015, Clinical chemistry.

[35]  Björn Sjögreen,et al.  The real-time polymerase chain reaction. , 2006, Molecular aspects of medicine.

[36]  Zoltan Dezso,et al.  Circulating miRNA Biomarkers for Alzheimer's Disease , 2013, Alzheimer's & Dementia.

[37]  Hsien-Da Huang,et al.  miRExpress: Analyzing high-throughput sequencing data for profiling microRNA expression , 2009, BMC Bioinformatics.

[38]  Christina Backes,et al.  Towards Clinical Applications of Blood-Borne miRNA Signatures: The Influence of the Anticoagulant EDTA on miRNA Abundance , 2015, PloS one.

[39]  Thomas Tuschl,et al.  Identification of microRNAs and other small regulatory RNAs using cDNA library sequencing. , 2008, Methods.

[40]  Mahmoud Labib,et al.  Protein electrocatalysis for direct sensing of circulating microRNAs. , 2015, Analytical chemistry.

[41]  F. Slack,et al.  The let-7 family of microRNAs. , 2008, Trends in cell biology.

[42]  Zong Dai,et al.  A label-free and PCR-free electrochemical assay for multiplexed microRNA profiles by ligase chain reaction coupling with quantum dots barcodes. , 2014, Biosensors & bioelectronics.

[43]  F. Nevens,et al.  Plasma collected from heparinized blood is not suitable for HCV-RNA detection by conventional RT-PCR assay. , 1993, Journal of virological methods.

[44]  Niko Hildebrandt,et al.  Cover Picture: A Rapid, Amplification‐Free, and Sensitive Diagnostic Assay for Single‐Step Multiplexed Fluorescence Detection of MicroRNA (Angew. Chem. Int. Ed. 34/2015) , 2015 .

[45]  Rui Shi,et al.  Facile means for quantifying microRNA expression by real-time PCR. , 2005, BioTechniques.

[46]  Anand Natrajan,et al.  Enhanced immunoassay sensitivity using chemiluminescent acridinium esters with increased light output. , 2010, Analytical biochemistry.

[47]  Christina Backes,et al.  Comprehensive analysis of microRNA profiles in multiple sclerosis including next-generation sequencing , 2014, Multiple sclerosis.

[48]  Jennifer L. Osborn,et al.  Direct multiplexed measurement of gene expression with color-coded probe pairs , 2008, Nature Biotechnology.

[49]  Guido Marcucci,et al.  Clinical role of microRNAs in cytogenetically normal acute myeloid leukemia: miR-155 upregulation independently identifies high-risk patients. , 2013, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[50]  Vlad I. Morariu,et al.  Expression , 2015, Principles of Molecular Virology.

[51]  Marc Salit,et al.  Standards in gene expression microarray experiments. , 2006, Methods in enzymology.

[52]  Mark A. Ragan,et al.  Quantitative Prediction of miRNA-mRNA Interaction Based on Equilibrium Concentrations , 2011, PLoS Comput. Biol..

[53]  Christina Backes,et al.  miFRame: analysis and visualization of miRNA sequencing data in neurological disorders , 2015, Journal of Translational Medicine.

[54]  Eran Halperin,et al.  miRNAkey: a software for microRNA deep sequencing analysis , 2010, Bioinform..

[55]  Timothy S Davison,et al.  Analyzing micro-RNA expression using microarrays. , 2006, Methods in enzymology.

[56]  E. Sontheimer,et al.  Origins and Mechanisms of miRNAs and siRNAs , 2009, Cell.

[57]  Yi Jing,et al.  Analysis of 13 cell types reveals evidence for the expression of numerous novel primate- and tissue-specific microRNAs , 2015, Proceedings of the National Academy of Sciences.

[58]  Stijn van Dongen,et al.  miRBase: microRNA sequences, targets and gene nomenclature , 2005, Nucleic Acids Res..

[59]  Hugh S Markus,et al.  Circulating MicroRNAs as Novel Biomarkers for Platelet Activation , 2013, Circulation research.

[60]  Daniel B. Martin,et al.  Circulating microRNAs as stable blood-based markers for cancer detection , 2008, Proceedings of the National Academy of Sciences.

[61]  É. Várallyay,et al.  Detection of microRNAs by Northern blot analyses using LNA probes. , 2007, Methods.

[62]  R. Zeillinger,et al.  Quantitative detection of reverse transcriptase-PCR products by means of a novel and sensitive DNA stain. , 1995, PCR methods and applications.

[63]  Uwe Oelmueller,et al.  Stabilization of mRNA expression in whole blood samples. , 2002, Clinical chemistry.

[64]  N. Rajewsky,et al.  Discovering microRNAs from deep sequencing data using miRDeep , 2008, Nature Biotechnology.

[65]  J. Mattick,et al.  Non‐coding RNAs: regulators of disease , 2010, The Journal of pathology.

[66]  D. Murray,et al.  An overview of microRNA methods: expression profiling and target identification. , 2012, Methods in molecular biology.

[67]  B. Rahim-Williams,et al.  Elevated circulating miR-150 and miR-342-3p in patients with irritable bowel syndrome. , 2014, Experimental and molecular pathology.

[68]  B. Burwinkel,et al.  Characterization of extracellular circulating microRNA , 2011, Nucleic acids research.

[69]  Niko Hildebrandt,et al.  Rapid and Multiplexed MicroRNA Diagnostic Assay Using Quantum Dot-Based Förster Resonance Energy Transfer. , 2015, ACS nano.

[70]  Christina Backes,et al.  Toward the blood-borne miRNome of human diseases , 2011, Nature Methods.

[71]  Stefano Volinia,et al.  MicroRNA expression profiling using microarrays , 2008, Nature Protocols.

[72]  X. Chen,et al.  Characterization of microRNAs in serum: a novel class of biomarkers for diagnosis of cancer and other diseases , 2008, Cell Research.

[73]  Christina Backes,et al.  MicroRNA in vitro diagnostics using immunoassay analyzers. , 2015, Clinical chemistry.

[74]  Zhiqiang Gao,et al.  Detection of microRNAs using electrocatalytic nanoparticle tags. , 2006, Analytical chemistry.

[75]  Guido Marcucci,et al.  miR-155 expression is associated with chemoimmunotherapy outcome and is modulated by Bruton's tyrosine kinase inhibition with Ibrutinib. , 2014, Leukemia.

[76]  Myles Brown,et al.  Loss of estrogen-regulated microRNA expression increases HER2 signaling and is prognostic of poor outcome in luminal breast cancer. , 2015, Cancer research.

[77]  Christina Backes,et al.  High-throughput qRT-PCR validation of blood microRNAs in non-small cell lung cancer , 2015, Oncotarget.

[78]  R. Weinberg,et al.  Tumour invasion and metastasis initiated by microRNA-10b in breast cancer , 2007, Nature.

[79]  Ilaria Palchetti,et al.  A review on the electrochemical biosensors for determination of microRNAs. , 2013, Talanta.

[80]  Hong Jiang,et al.  A novel method to monitor the expression of microRNAs , 2006, Molecular biotechnology.

[81]  Joachim Thiery,et al.  Comparison of Whole Blood RNA Preservation Tubes and Novel Generation RNA Extraction Kits for Analysis of mRNA and MiRNA Profiles , 2014, PloS one.

[82]  Stijn van Dongen,et al.  miRBase: tools for microRNA genomics , 2007, Nucleic Acids Res..

[83]  Wigard P Kloosterman,et al.  In situ detection of miRNAs in animal embryos using LNA-modified oligonucleotide probes , 2005, Nature Methods.

[84]  Qian Liu,et al.  A high-throughput method to monitor the expression of microRNA precursors. , 2004, Nucleic acids research.

[85]  Raj Mutharasan,et al.  Sample preparation-free, real-time detection of microRNA in human serum using piezoelectric cantilever biosensors at attomole level. , 2012, Analytical chemistry.

[86]  Sung-Liang Yu,et al.  MicroRNA signature predicts survival and relapse in lung cancer. , 2008, Cancer cell.

[87]  D. Bartel MicroRNAs Genomics, Biogenesis, Mechanism, and Function , 2004, Cell.

[88]  Jessica A. Weber,et al.  The microRNA spectrum in 12 body fluids. , 2010, Clinical chemistry.

[89]  Klaus Pantel,et al.  Data Normalization Strategies for MicroRNA Quantification. , 2015, Clinical chemistry.

[90]  George A. Calin,et al.  MicroRNA identification in plasma and serum: a new tool to diagnose and monitor diseases , 2009, Expert opinion on biological therapy.

[91]  Paul Bertone,et al.  Systematic comparison of microarray profiling, real-time PCR, and next-generation sequencing technologies for measuring differential microRNA expression. , 2010, RNA.

[92]  Kang Li,et al.  Circulating microRNA-1 as a potential novel biomarker for acute myocardial infarction. , 2010, Biochemical and biophysical research communications.

[93]  Paul C. Boutros,et al.  NanoStringNorm: an extensible R package for the pre-processing of NanoString mRNA and miRNA data , 2012, Bioinform..

[94]  Xingang Li,et al.  Computational identification and microarray-based validation of microRNAs in Oryctolagus cuniculus , 2010, Molecular Biology Reports.

[95]  Michael A. Freitas,et al.  In vivo NCL targeting affects breast cancer aggressiveness through miRNA regulation , 2013, The Journal of experimental medicine.

[96]  Sabine C. Mueller,et al.  miRNAs can be generally associated with human pathologies as exemplified for miR-144* , 2014, BMC Medicine.

[97]  M. Berezovski,et al.  Electrochemical sensing of microRNAs: avenues and paradigms. , 2015, Biosensors & bioelectronics.

[98]  Vladimir Benes,et al.  Expression profiling of microRNA using real-time quantitative PCR, how to use it and what is available. , 2010, Methods.

[99]  David L. A. Wood,et al.  MicroRNAs and their isomiRs function cooperatively to target common biological pathways , 2011, Genome Biology.

[100]  M. Tewari,et al.  MicroRNA profiling: approaches and considerations , 2012, Nature Reviews Genetics.

[101]  Cole Trapnell,et al.  Ultrafast and memory-efficient alignment of short DNA sequences to the human genome , 2009, Genome Biology.

[102]  Sabine C. Mueller,et al.  Influence of next-generation sequencing and storage conditions on miRNA patterns generated from PAXgene blood. , 2015, Analytical chemistry.

[103]  Jeffrey G. Reid,et al.  Expression profiling of microRNAs by deep sequencing , 2009, Briefings Bioinform..

[104]  Shiping Fang,et al.  Attomole microarray detection of microRNAs by nanoparticle-amplified SPR imaging measurements of surface polyadenylation reactions. , 2006, Journal of the American Chemical Society.

[105]  J. Haas,et al.  Prioritizing and selecting likely novel miRNAs from NGS data , 2015, Nucleic acids research.

[106]  Ziwei Xu,et al.  Analysis of Serum microRNA Expression Profiles and Comparison with Small Intestinal microRNA Expression Profiles in Weaned Piglets , 2016, PloS one.

[107]  N Balasubramanian,et al.  Highly sensitive measurements of PNA-DNA hybridization using oxide-etched silicon nanowire biosensors. , 2008, Biosensors & bioelectronics.

[108]  R. Corn,et al.  Ultrasensitive microarray detection of short RNA sequences with enzymatically modified nanoparticles and surface plasmon resonance imaging measurements. , 2011, Analytical chemistry.

[109]  Christian Trautwein,et al.  Circulating MicroRNAs as Biomarkers for Sepsis , 2016, International journal of molecular sciences.

[110]  Most Mauluda Akhtar,et al.  Bioinformatic tools for microRNA dissection , 2015, Nucleic acids research.

[111]  Yi-xue Li,et al.  Comparison of normalization methods with microRNA microarray. , 2008, Genomics.

[112]  Lianbo Yu,et al.  Detection of microRNA Expression in Human Peripheral Blood Microvesicles , 2008, PloS one.

[113]  Alicia Algeciras-Schimnich,et al.  Analysis of circulating microRNA: preanalytical and analytical challenges. , 2011, Clinical chemistry.

[114]  K. Livak,et al.  Real-time quantification of microRNAs by stem–loop RT–PCR , 2005, Nucleic acids research.

[115]  Ying Liu,et al.  Extracellular vesicle microRNAs: biomarker discovery in various diseases based on RT-qPCR. , 2015, Biomarkers in medicine.

[116]  S. Boguslawski,et al.  Characterization of monoclonal antibody to DNA.RNA and its application to immunodetection of hybrids. , 1986, Journal of immunological methods.

[117]  Christina Backes,et al.  A novel whole-blood miRNA signature for a rapid diagnosis of pulmonary tuberculosis , 2015, European Respiratory Journal.

[118]  Pauline E. Chugh,et al.  Potential pitfalls in microRNA profiling , 2012, Wiley interdisciplinary reviews. RNA.

[119]  Eckart Meese,et al.  Can circulating miRNAs live up to the promise of being minimal invasive biomarkers in clinical settings? , 2016, Wiley interdisciplinary reviews. RNA.

[120]  Benjamin Meder,et al.  Double-Stranded Ligation Assay for the Rapid Multiplex Quantification of MicroRNAs. , 2015, Analytical chemistry.

[121]  David Okrongly,et al.  The ADVIA Centaur immunoassay system--designed for infectious disease testing. , 2004, Journal of clinical virology : the official publication of the Pan American Society for Clinical Virology.

[122]  Vincent Moulton,et al.  The UEA sRNA workbench: a suite of tools for analysing and visualizing next generation sequencing microRNA and small RNA datasets , 2012, Bioinform..

[123]  A. Hall,et al.  Sequence-Specific Recognition of MicroRNAs and Other Short Nucleic Acids with Solid-State Nanopores. , 2016, Nano letters.

[124]  Christina Backes,et al.  The human miRNA repertoire of different blood compounds , 2014, BMC Genomics.

[125]  Yun Yen,et al.  Signature miRNAs in colorectal cancers were revealed using a bias reduction small RNA deep sequencing protocol , 2015, Oncotarget.

[126]  Clay B Marsh,et al.  Methodological challenges in utilizing miRNAs as circulating biomarkers , 2014, Journal of cellular and molecular medicine.

[127]  Christina Backes,et al.  What makes a blood cell based miRNA expression pattern disease specific? - A miRNome analysis of blood cell subsets in lung cancer patients and healthy controls , 2014, Oncotarget.

[128]  V. Ambros,et al.  The C. elegans heterochronic gene lin-4 encodes small RNAs with antisense complementarity to lin-14 , 1993, Cell.

[129]  K. Morris,et al.  Profiling microRNA expression with microarrays. , 2008, Trends in biotechnology.

[130]  Vincent De Guire,et al.  MicroRNA signatures in vitreous humour and plasma of patients with exudative AMD , 2016, Oncotarget.

[131]  Brian S. Roberts,et al.  Simple, quantitative primer-extension PCR assay for direct monitoring of microRNAs and short-interfering RNAs. , 2005, RNA.

[132]  Bin Wang,et al.  Systematic Evaluation of Three microRNA Profiling Platforms: Microarray, Beads Array, and Quantitative Real-Time PCR Array , 2011, PloS one.