Abstract

Techniques for analyzing RNA splicing variants are attracting significant interest. Significantly, splicing variability between individual cells is primarily responsible for gene expression heterogeneity. However, common techniques cannot directly detect splicing variants and are mainly based on in vitro static and ensemble analysis of total RNA extracted from a mass of cells, which omits spatial information and cell heterogeneity. Here, we review the current knowledge about the contribution of RNA splicing analysis techniques from cell-free to single cells. Enormous efforts aimed at elucidating the RNA splicing processes are expected to vastly enrich the fields of single-cell research, drug discovery, and clinical diagnostics. RNA splicing is a fundamental regulatory process of gene expression and plays a pivotal role in transcriptome complexity, cell-fate determination, and organism development. The detection of splicing products has attracted significant interest because aberrant splicing can lead to cell dysfunction and numerous diseases, such as cancer and neurodegeneration. Particularly, splicing variability between individual cells is primarily responsible for gene expression heterogeneity. Investigations into single-cell expression of RNA splicing variants offer a venue for resolving gene regulatory circuits, mapping intracellular localization, and classifying cell types. This review discusses the merits and technical challenges in transitioning RNA splicing detection from in vitro testing to single-cell analysis. In the end, we suggest some future directions for RNA splicing analysis and expect to inspire innovative works and discoveries in this field. RNA splicing is a fundamental regulatory process of gene expression and plays a pivotal role in transcriptome complexity, cell-fate determination, and organism development. The detection of splicing products has attracted significant interest because aberrant splicing can lead to cell dysfunction and numerous diseases, such as cancer and neurodegeneration. Particularly, splicing variability between individual cells is primarily responsible for gene expression heterogeneity. Investigations into single-cell expression of RNA splicing variants offer a venue for resolving gene regulatory circuits, mapping intracellular localization, and classifying cell types. This review discusses the merits and technical challenges in transitioning RNA splicing detection from in vitro testing to single-cell analysis. In the end, we suggest some future directions for RNA splicing analysis and expect to inspire innovative works and discoveries in this field. RNA splicing is the process of removing introns from pre-messenger RNA (pre-mRNA) and stitching exons together to yield a mature mRNA.1Maniatis T. Tasic B. Alternative pre-mRNA splicing and proteome expansion in metazoans.Nature. 2002; 418: 236-243Crossref PubMed Scopus (551) Google Scholar, 2Hemphill J. Liu Q. Uprety R. Samanta S. Tsang M. Juliano R.L. Deiters A. Conditional control of alternative splicing through light-triggered splice-switching oligonucleotides.J. Am. Chem. Soc. 2015; 137: 3656-3662Crossref PubMed Scopus (20) Google Scholar It is a pivotal regulatory step between transcription and translation and takes place via two sequential transesterification reactions under the catalysis of the spliceosome.3Cook-Andersen H. Wilkinson M.F. Molecular biology: splicing does the two-step.Nature. 2015; 521: 300-301Crossref PubMed Scopus (5) Google Scholar In the first reaction, an adenosine residue designated the branchpoint (BP) in pre-mRNA attacks the 5′ splice site (5′SS), yielding the free 5′ exon and lariat intermediate. During the second reaction, the free 5′ exon attacks the 3′ splice site (3′SS), generating a lariat intron and ligated exons (spliced mRNA) (Figure 1A).4Chen M. Manley J.L. Mechanisms of alternative splicing regulation: insights from molecular and genomics approaches.Nat. Rev. Mol. Cell Biol. 2009; 10: 741-754Crossref PubMed Scopus (652) Google Scholar, 5Crotti L.B. Horowitz D.S. Exon sequences at the splice junctions affect splicing fidelity and alternative splicing.Proc. Natl. Acad. Sci. USA. 2009; 106: 18954-18959Crossref PubMed Scopus (0) Google Scholar One of the major discoveries in RNA splicing research is alternative splicing, which allows for the production of multiple mRNA splicing variants from a single gene. Alternative splicing patterns include exon skipping, alternative 5′SSs and 3′SSs, intron retention, and back splicing (Figure 1B). The most common alternative splicing event is exon skipping in mammals, yet a recent study shows that intron retention is also a routine that occurs in almost 75% of multi-exon genes.6Scotti M.M. Swanson M.S. RNA mis-splicing in disease.Nat. Rev. Genet. 2016; 17: 19-32Crossref PubMed Scopus (241) Google Scholar Specifically, another splicing event, back splicing, was recently discovered to pervasively occur in highly diverged eukaryotes to generate circular RNA (circRNA). circRNA is characterized by a covalent and canonical linkage between a downstream 3′SS and an upstream 5′SS in back splicing.7Memczak S. Jens M. Elefsinioti A. Torti F. Krueger J. Rybak A. Maier L. Mackowiak S.D. Gregersen L.H. Munschauer M. et al.Circular RNAs are a largeclass of animal RNAs with regulatory potency.Nature. 2013; 495: 333-338Crossref PubMed Scopus (0) Google Scholar Genome-wide studies estimate that nearly 95% of mammalian genes undergo some level of alternative splicing.8Pan Q. Shai O. Lee L.J. 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A day in the life of the spliceosome.Nat. Rev. Mol. Cell Biol. 2014; 15: 108-121Crossref PubMed Scopus (330) Google Scholar These elements are usually bound by auxiliary splicing factors, including members of the Ser/Arg-rich (SR) protein family and heterogeneous nuclear ribonucleoprotein (hnRNP) family.13Dvinge H. Kim E. Abdel-Wahab O. Bradley R.K. RNA splicing factors as oncoproteins and tumour suppressors.Nat. Rev. Cancer. 2016; 16: 413-430Crossref PubMed Scopus (129) Google Scholar Both of these contribute to regulation of alternative splicing. For instance, SR proteins bind to splicing enhancer elements to facilitate exon identification and promote splicing. By contrast, the binding of auxiliary hnRNPs to splicing silencer elements has a negative effect on exon inclusion (Figure 1C).14Kornblihtt A.R. Schor I.E. Alló M. Dujardin G. Petrillo E. Muñoz M.J. Alternative splicing: a pivotal step between eukaryotic transcription and translation.Nat. Rev. Mol. 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Trans. 2012; 40: 677-680Crossref PubMed Scopus (41) Google Scholar The significance of RNA alternative splicing in almost all biological processes has placed it under intense investigation; therefore, quantification and characterization of RNA splicing products have been a necessity for exploring precise association between RNA splicing and transcriptome function, as well as human diseases. Moreover, splicing variability among individual cells largely accounts for gene expression heterogeneity.17Singh R.K. Cooper T.A. Pre-mRNA splicing in disease and therapeutics.Trends Mol. Med. 2012; 18: 472-482Abstract Full Text Full Text PDF PubMed Scopus (229) Google Scholar, 21Chattopadhyay P.K. Gierahn T.M. Roederer M. Love J.C. Single-cell technologies for monitoring immune systems.Nat. Immunol. 2014; 15: 128-135Crossref PubMed Scopus (194) Google Scholar, 22Papalexi E. Satija R. Single-cell RNA sequencing to explore immune cell heterogeneity.Nat. Rev. Immunol. 2018; 18: 35-45Crossref PubMed Scopus (4) Google Scholar Thereby, the development of RNA splicing variants detection technique is in great demand, especially in the context of clinical samples and single cells. RNA splicing variants have some key features, such as a wide variety, low abundance, and high sequence homology, especially the fact that most of them from a single gene always share the same sequence.23Larson D.R. Singer R.H. Zenklusen D. A single molecule view of gene expression.Trends Cell Biol. 2009; 19: 630-637Abstract Full Text Full Text PDF PubMed Scopus (107) Google Scholar, 24Baralle F.E. Giudice J. Alternative splicing as a regulator of development and tissue identity.Nat. Rev. Mol. Cell Biol. 2017; 18: 437-451Crossref PubMed Scopus (1) Google Scholar In addition, compared with linear splicing variants, circRNAs lack poly(A) tails and free ends, which hinders their separation, purification, priming, and adaptor ligation.25Jeck W.R. Sharpless N.E. 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Reconstitution and characterization of the unconventional splicing of XBP1u mRNA in vitro.Nucleic Acids Res. 2011; 39: 5245-5254Crossref PubMed Scopus (0) Google Scholar It cannot directly recognize target sequence, so it is difficult to differentiate the RNA splicing variants with very similar sequence, which urgently necessitates novel tools with higher accuracy and sensitivity. In addition, traditional methods are mainly based on in vitro static and ensemble analysis of total RNA extracted from a mass of cells, completely omitting spatial information and cell heterogeneity.30Cui Y. Liu J. Irudayaraj J. Beyond quantification: in situ analysis of transcriptome and pre-mRNA alternative splicing at the nanoscale.Wiley Interdiscip. Rev. Nanomed. Nanobiotechnol. 2017; 9: e1443Crossref Scopus (3) Google Scholar Thus, tools capable of profiling RNA splicing variants in single cells are highlighted for transcriptome function and disease association. Here, we review the current knowledge about the contribution of RNA splicing analysis techniques from cell-free to the single cells (Figure 2). Enormous efforts aimed at elucidating the RNA splicing processes are expected to vastly enrich the field of drug discovery and single-cell research. Oligonucleotide template reactions31Li X. Liu D.R. DNA-templated organic synthesis: nature's strategy for controlling chemical reactivity applied to synthetic molecules.Angew. Chem. Int. Ed. 2004; 43: 4848-4870Crossref PubMed Scopus (0) Google Scholar, 32Silverman A.P. Kool E.T. Detecting RNA and DNA with templated chemical reactions.Chem. Rev. 2006; 106: 3775-3789Crossref PubMed Scopus (195) Google Scholar, 33Pianowski Z.L. Winssinger N. Nucleic acid encoding to program self-assembly in chemical biology.Chem. Soc. Rev. 2008; 37: 1330-1336Crossref PubMed Scopus (0) Google Scholar have come out as an effective RNA-detection method. 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The RETF probe was first used for the detection of lariat RNA, an intermediate splicing product.39Furukawa K. Abe H. Tamura Y. Yoshimoto R. Yoshida M. Tsuneda S. Ito Y. Fluorescence detection of intron lariat RNA with reduction-triggered fluorescent probes.Angew. Chem. Int. Ed. 2011; 50: 12020-12023Crossref PubMed Scopus (22) Google Scholar Lariat RNA plays an important role in biological processes, such as causing gene silencing just like microRNA and protecting mRNA against degradation. Despite the biological importance of lariat RNA, the method for its detection is still limited.40Lambowitz A.M. Zimmerly S. Mobile group II introns.Annu. Rev. Genet. 2004; 38: 1-35Crossref PubMed Scopus (0) Google Scholar, 41Okamura K. Hagen J.W. Duan H. Tyler D.M. Lai E.C. The mirtron pathway generates microRNA-class regulatory RNAs in Drosophila.Cell. 2007; 130: 89-100Abstract Full Text Full Text PDF PubMed Scopus (632) Google Scholar, 42Ruby J.G. Jan C.H. Bartel D.P. 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Lett. 2012; 22: 7248-7251Crossref PubMed Scopus (6) Google Scholar These two probes are unable to react as a template on the pre-mRNA because of the far distance between two exons, but they can react as a template on the spliced mRNA since that intron is removed and two exons are ligated together after splicing (Figure 3B). This method has demonstrated the capability of drug screening and flexibility for its easy application to any genes by simply altering the sequence of probes. This method was the first reported on the detection of intron lariat RNA, which is superior to fluorescence resonance energy transfer (FRET) probes in its ability to discriminate lariat RNAs from pre-lariat RNAs. Although this method has great potential in real-time detection of lariat RNA or spliced mRNA in cells, there is still a need for signal amplification to improve the detection sensitivity. A grand challenge for precise quantification of RNA splicing variants is their sequence homology. The RNA splicing isoforms from a single gene always share the same sequence. For example, splicing isoforms Δ(11q, 333-) (the last 333 nt deleted from exon 11) and Δ(11q, 3642-) (the last 3,642 nt deleted from exon 11) from the breast cancer susceptibility gene 1 (BRCA1)44van ’t Veer L.J. Dai H. Van De Vijver M.J. He Y.D. Hart A.A. Mao M. Peterse H.L. van der Kooy K. Marton M.J. Witteveen A.T. et al.Gene expression profiling predicts clinical outcome of breast cancer.Nature. 2002; 415: 530-536Crossref PubMed Scopus (6804) Google Scholar all have the same exon sequences except for the last part of the sequence in exon 11. Thus, the unique exon-exon junction sequence is the key site to discriminate splicing isoforms. PCR-based methods, such as RT-PCR and real-time PCR, are the most common amplification strategies used to achieve highly sensitive detection of mRNA splice variants.45Yang D. Le J. Targeted amplification of alternatively spliced transcripts of major histocompatibility complex class I heavy chain.J. Immunol. Methods. 1994; 176: 265-270Crossref PubMed Scopus (12) Google Scholar, 46Vandenbroucke I.I. Vandesompele J. Paepe A.D. Messiaen L. Quantification of splice variants using real-time PCR. Nucleic Acids Res.. 2001; 29: E68Google Scholar In general, a boundary-spanning primer was designed to hybridize with the exon-exon junction sequence for the PCR amplification of specific splicing isoforms. However, tangible limitations on PCR-based methods await further optimization. Mispriming often results in erroneous amplification as a result of a partial match between the 5′ or 3′ end of the boundary-spanning primer and that of the other splicing variants.47Brosseau J.P. Lucier J.F. Lapointe E. Durand M. Gendron D. Gervais-Bird J. Tremblay K. Perreault J.P. Elela S.A. High-throughput quantification of splicing isoforms.RNA. 2010; 16: 442-449Crossref PubMed Scopus (51) Google Scholar Ligating the two oligonucleotide probes at the splice junction sites is the most reliable and direct method for discriminating the splicing variants. To address the challenge, Li and coworkers48Wang H. Wang H. Duan X. Sun Y. Wang X. Li Z. Highly sensitive and multiplexed quantification of mRNA splice variants by direct ligation of DNA probes at exon junction and universal PCR amplification.Chem. Sci. 2017; 8: 3635-3640Crossref PubMed Google Scholar have developed a facile ligation-based method capable of detecting RNA splicing variants (Figure 4). In this assay, they employed T4 RNA ligase 2 to enhance the ligation specificity. Meanwhile, the 3′ end of one ligation probe was modified with two ribonucleotides to greatly increase the ligation efficiency.49Cheng Y. Zhang X. Li Z. Jiao X. Wang Y. Zhang Y. Highly sensitive determination of microRNA using target-primed and branched rolling-circle amplification.Angew. Chem. Int. Ed. 2009; 48: 3268-3272Crossref PubMed Scopus (249) Google Scholar, 50Zhang J. Li Z. Wang H. Wang Y. Jia H. Yan J. Ultrasensitive quantification of mature microRNAs by real-time PCR based on ligation of a ribonucleotide-modified DNA probe.Chem. Commun. 2011; 47: 9465-9467Crossref PubMed Scopus (36) Google Scholar This approach has exhibited compelling capability that can overcome the above-mentioned limitations on existing methods. First, oligonucleotide probes are easily designed to hybridize with the exon sequence adjacent to the splice junction in a specific splicing variant and can be efficiently ligated with high specificity, avoiding the reverse transcription process. The ligation-dependent splicing variant assay presents superior sensitivity with a detection limit of 100 aM and a dynamic range covering six orders of magnitude. Moreover, the proposed approach can achieve multiplex detection of RNA splicing isoforms in one tube by using common gel electrophoretic separation and simply encoding the ligation probes with unique length corresponding to each RNA splicing variant. This assay has also been applied to total RNA extracted from different cell lines, showing its feasibility as a quantitative diagnostic tool. Given its superior sensitivity and excellent specificity, this approach will have wide applications in molecular diagnostics and biomedical research. Other than fluorescence methods, Raman scattering is the inelastic scattering of photons through chemical bonds that utilizes the characteristic vibrational energy in a specific molecular bond.51Wachsmann-Hogiu S. Weeks T. Huser T. Chemical analysis in vivo and in vitro by Raman spectroscopy–From single cells to humans.Curr. Opin. 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Chem. 1999; 71: 4903-4908Crossref PubMed Scopus (0) Google Scholar, 56Le Ru E.C. Blackie E. Meyer M. Etchegoin P.G. Surface enhanced Raman scattering enhancement factors: A comprehensive study.J. Phys. Chem. C. 2007; 111: 13794-13803Crossref Scopus (1436) Google Scholar In this work, a four-plex detection for BRCA1 splicing variants was successfully demonstrated. This approach does not require complex statistics and deconvolution for data analysis and can further enlarge the multiplex level to eight or more. Moreover, the detection limit of a specific RNA variant was displayed to be 1 fM. Because of the tunable surface modification of AuNPs, this approach could be extended to diagnostics of other low-level-expression nucleic acids or biomolecules that need to be assessed. Given that splicing is an early process in gene expression and does not alter the genome, it is a beneficial intervention point for disease therapeutics.2Hemphill J. Liu Q. Uprety R. Samanta S. Tsang M. Juliano R.L. Deiters A. Conditional control of alternative splicing through light-triggered splice-switching oligonucleotides.J. Am. Chem. Soc. 2015; 137: 3656-3662Crossref PubMed Scopus (20) Google Scholar, 57Havens M.A. Duelli D.M. Hastings M.L. Targeting RNA splicing for disease therapy.Wiley Interdiscip. Rev. RNA. 2013; 4: 247-266Crossref PubMed Scopus (83) Google Scholar To date, how splicing control tools (such as antisense oligonucleotides [ASOs]) or a variety of other factors affect the multiple splicing processes still remains underexplored. This is mainly because it is difficult to simultaneously analyze the efficiency of each splicing step with high sensitivity. Currently available methods cannot differentiate the intermediate splicing products from the final splicing products and thus are not amenable to quantitatively evaluate the efficiency of a two-step splicing reaction (Table 1).Table 1Technique Information of In Vitro Methods for RNA Splicing AnalysisTypeEnzymeTarget ProductDetection EfficiencyPrincipleSpecialtyReferenceRETFnolariat intron, spliced mRNAmoderatefluorescence resonance energy transferdiscriminating lariat RNAs from pre-lariat RNAsFurukawa et al.39Furukawa K. Abe H. Tamura Y. Yoshimoto R. Yoshida M. Tsuneda S. Ito Y. Fluorescence detection of intron lariat RNA with reduction-triggered fluorescent probes.Angew. Chem. Int. Ed. 2011; 50: 12020-12023Crossref PubMed Scopus (22) Google Scholar and Tamura et al.43Tamura Y. Furukawa K. Yoshimoto R. Kawai Y. Yoshida M. Tsuneda S. Ito Y. Abe H. Detection of pre-mRNA splicing in vitro by an RNA-templated fluorogenic reaction.Bioorg. Med. Chem. Lett. 2012; 22: 7248-7251Crossref PubMed Scopus (6) Google ScholarLigation-based PCRyesalternative spliced mRNAhighligation, PCRhigh sensitivityWang et al.48Wang H. Wang H. Duan X. Sun Y. Wang X. Li Z. Highly sensitive and multiplexed quantification of mRNA splice variants by direct ligation of DNA probes at exon junction and universal PCR amplification.Chem. Sci. 2017; 8: 3635-3640Crossref PubMed Google ScholarRaman multiplexernoalternative spliced mRNAmoderatelocalize

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