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1.
Cell Rep ; 43(4): 114098, 2024 Apr 23.
Article in English | MEDLINE | ID: mdl-38625793

ABSTRACT

Developing an effective mRNA therapeutic often requires maximizing protein output per delivered mRNA molecule. We previously found that coding sequence (CDS) design can substantially affect protein output, with mRNA variants containing more optimal codons and higher secondary structure yielding the highest protein outputs due to their slow rates of mRNA decay. Here, we demonstrate that CDS-dependent differences in translation initiation and elongation rates lead to differences in translation- and deadenylation-dependent mRNA decay rates, thus explaining the effect of CDS on mRNA half-life. Surprisingly, the most stable and highest-expressing mRNAs in our test set have modest initiation/elongation rates and ribosome loads, leading to minimal translation-dependent mRNA decay. These findings are of potential interest for optimization of protein output from therapeutic mRNAs, which may be achieved by attenuating rather than maximizing ribosome load.


Subject(s)
Protein Biosynthesis , RNA Stability , RNA, Messenger , Ribosomes , Ribosomes/metabolism , RNA, Messenger/metabolism , RNA, Messenger/genetics , Humans
2.
Genome Res ; 34(3): 394-409, 2024 Apr 25.
Article in English | MEDLINE | ID: mdl-38508694

ABSTRACT

mRNA translation and decay are tightly interconnected processes both in the context of mRNA quality-control pathways and for the degradation of functional mRNAs. Cotranslational mRNA degradation through codon usage, ribosome collisions, and the recruitment of specific proteins to ribosomes is an important determinant of mRNA turnover. However, the extent to which translation-dependent mRNA decay (TDD) and translation-independent mRNA decay (TID) pathways participate in the degradation of mRNAs has not been studied yet. Here we describe a comprehensive analysis of basal and signal-induced TDD and TID in mouse primary CD4+ T cells. Our results indicate that most cellular transcripts are decayed to some extent in a translation-dependent manner. Our analysis further identifies the length of untranslated regions, the density of ribosomes, and GC3 content as important determinants of TDD magnitude. Consistently, all transcripts that undergo changes in ribosome density within their coding sequence upon T cell activation display a corresponding change in their TDD level. Moreover, we reveal a dynamic modulation in the relationship between GC3 content and TDD upon T cell activation, with a reversal in the impact of GC3- and AU3-rich codons. Altogether, our data show a strong and dynamic interconnection between mRNA translation and decay in mammalian primary cells.


Subject(s)
Lymphocyte Activation , Protein Biosynthesis , RNA Stability , RNA, Messenger , Ribosomes , Ribosomes/metabolism , Animals , Mice , RNA, Messenger/metabolism , RNA, Messenger/genetics , CD4-Positive T-Lymphocytes/metabolism , Mice, Inbred C57BL , T-Lymphocytes/metabolism
3.
Nat Rev Drug Discov ; 23(1): 67-83, 2024 01.
Article in English | MEDLINE | ID: mdl-38030688

ABSTRACT

mRNA medicine is a new and rapidly developing field in which the delivery of genetic information in the form of mRNA is used to direct therapeutic protein production in humans. This approach, which allows for the quick and efficient identification and optimization of drug candidates for both large populations and individual patients, has the potential to revolutionize the way we prevent and treat disease. A key feature of mRNA medicines is their high degree of designability, although the design choices involved are complex. Maximizing the production of therapeutic proteins from mRNA medicines requires a thorough understanding of how nucleotide sequence, nucleotide modification and RNA structure interplay to affect translational efficiency and mRNA stability. In this Review, we describe the principles that underlie the physical stability and biological activity of mRNA and emphasize their relevance to the myriad considerations that factor into therapeutic mRNA design.


Subject(s)
RNA, Messenger , Humans , RNA, Messenger/genetics , Pharmaceutical Preparations
4.
Nat Biotechnol ; 41(4): 560-568, 2023 04.
Article in English | MEDLINE | ID: mdl-36357718

ABSTRACT

In vitro transcription (IVT) is a DNA-templated process for synthesizing long RNA transcripts, including messenger RNA (mRNA). For many research and commercial applications, IVT of mRNA is typically performed using bacteriophage T7 RNA polymerase (T7 RNAP) owing to its ability to produce full-length RNA transcripts with high fidelity; however, T7 RNAP can also produce immunostimulatory byproducts such as double-stranded RNA that can affect protein expression. Such byproducts require complex purification processes, using methods such as reversed-phase high-performance liquid chromatography, to yield safe and effective mRNA-based medicines. To minimize the need for downstream purification processes, we rationally and computationally engineered a double mutant of T7 RNAP that produces substantially less immunostimulatory RNA during IVT compared with wild-type T7 RNAP. The resulting mutant allows for a simplified production process with similar mRNA potency, lower immunostimulatory content and quicker manufacturing time compared with wild-type T7 RNAP. Herein, we describe the computational design and development of this improved T7 RNAP variant.


Subject(s)
DNA-Directed RNA Polymerases , Transcription, Genetic , RNA, Messenger/genetics , DNA-Directed RNA Polymerases/genetics , DNA-Directed RNA Polymerases/metabolism , Viral Proteins/genetics , Viral Proteins/metabolism , Bacteriophage T7/genetics , Bacteriophage T7/metabolism
5.
Mol Ther Nucleic Acids ; 29: 135-149, 2022 Sep 13.
Article in English | MEDLINE | ID: mdl-35847173

ABSTRACT

Preeclampsia (PE) is a rising, potentially lethal complication of pregnancy. PE is driven primarily by the overexpression of placental soluble fms-like tyrosine kinase 1 (sFLT1), a validated diagnostic and prognostic marker of the disease when normalized to placental growth factor (PlGF) levels. Injecting cholesterol-conjugated, fully modified, small interfering RNAs (siRNAs) targeting sFLT1 mRNA into pregnant mice or baboons reduces placental sFLT1 and ameliorates clinical signs of PE, providing a strong foundation for the development of a PE therapeutic. siRNA delivery, potency, and safety are dictated by conjugate chemistry, siRNA duplex structure, and chemical modification pattern. Here, we systematically evaluate these parameters and demonstrate that increasing 2'-O-methyl modifications and 5' chemical stabilization and using sequence-specific duplex asymmetry and a phosphocholine-docosanoic acid conjugate enhance placental accumulation, silencing efficiency and safety of sFLT1-targeting siRNAs. The optimization strategy here provides a framework for the chemical optimization of siRNAs for PE as well as other targets and clinical indications.

6.
J Control Release ; 335: 237-246, 2021 07 10.
Article in English | MEDLINE | ID: mdl-34019945

ABSTRACT

Lipid nanoparticles (LNP) are effective delivery vehicles for messenger RNA (mRNA) and have shown promise for vaccine applications. Yet there are no published reports detailing how LNP biophysical properties can impact vaccine performance. In our hands, a retrospective analysis of mRNA LNP vaccine in vivo studies revealed a relationship between LNP particle size and immunogenicity in mice using LNPs of various compositions. To further investigate this, we designed a series of studies to systematically change LNP particle size without altering lipid composition and evaluated biophysical properties and immunogenicity of the resulting LNPs. While small diameter LNPs were substantially less immunogenic in mice, all particle sizes tested yielded a robust immune response in non-human primates (NHP).


Subject(s)
Immunogenicity, Vaccine , Nanoparticles , Animals , Humans , Lipids , Mice , RNA, Messenger , Retrospective Studies
7.
Genome Biol ; 22(1): 132, 2021 05 03.
Article in English | MEDLINE | ID: mdl-33941243

ABSTRACT

BACKGROUND: Alternative splicing, which generates multiple mRNA isoforms from single genes, is crucial for the regulation of eukaryotic gene expression. The flux through competing splicing pathways cannot be determined by traditional RNA-Seq, however, because different mRNA isoforms can have widely differing decay rates. Indeed, some mRNA isoforms with extremely short half-lives, such as those subject to translation-dependent nonsense-mediated decay (AS-NMD), may be completely overlooked in even the most extensive RNA-Seq analyses. RESULTS: RNA immunoprecipitation in tandem (RIPiT) of exon junction complex components allows for purification of post-splicing mRNA-protein particles (mRNPs) not yet subject to translation (pre-translational mRNPs) and, therefore, translation-dependent mRNA decay. Here we compare exon junction complex RIPiT-Seq to whole cell RNA-Seq data from HEK293 cells. Consistent with expectation, the flux through known AS-NMD pathways is substantially higher than that captured by RNA-Seq. Our RIPiT-Seq also definitively demonstrates that the splicing machinery itself has no ability to detect reading frame. We identify thousands of previously unannotated splicing events; while many can be attributed to splicing noise, others are evolutionarily conserved events that produce new AS-NMD isoforms likely involved in maintenance of protein homeostasis. Several of these occur in genes whose overexpression has been linked to poor cancer prognosis. CONCLUSIONS: Deep sequencing of RNAs in post-splicing, pre-translational mRNPs provides a means to identify and quantify splicing events without the confounding influence of differential mRNA decay. For many known AS-NMD targets, the nonsense-mediated decay-linked alternative splicing pathway predominates. Exon junction complex RIPiT-Seq also revealed numerous conserved but previously unannotated AS-NMD events.


Subject(s)
Alternative Splicing , Biological Evolution , Gene Expression Regulation , High-Throughput Nucleotide Sequencing , Nonsense Mediated mRNA Decay , Ribonucleoproteins/metabolism , Computational Biology/methods , Gene Library , HEK293 Cells , Humans , Molecular Sequence Annotation , RNA Processing, Post-Transcriptional
8.
Elife ; 82019 11 07.
Article in English | MEDLINE | ID: mdl-31697236

ABSTRACT

The polarized structure of axons and dendrites in neuronal cells depends in part on RNA localization. Previous studies have looked at which polyadenylated RNAs are enriched in neuronal projections or at synapses, but less is known about the distribution of non-adenylated RNAs. By physically dissecting projections from cell bodies of primary rat hippocampal neurons and sequencing total RNA, we found an unexpected set of free circular introns with a non-canonical branchpoint enriched in neuronal projections. These introns appear to be tailless lariats that escape debranching. They lack ribosome occupancy, sequence conservation, and known localization signals, and their function, if any, is not known. Nonetheless, their enrichment in projections has important implications for our understanding of the mechanisms by which RNAs reach distal compartments of asymmetric cells.


Subject(s)
Hippocampus/cytology , Introns/genetics , Neurons/metabolism , RNA, Circular/genetics , Animals , Axons/metabolism , Cells, Cultured , Dendrites/metabolism , Female , Gene Expression Profiling , Gene Ontology , High-Throughput Nucleotide Sequencing/methods , Nucleic Acid Conformation , RNA, Circular/chemistry , RNA, Circular/metabolism , Rats, Sprague-Dawley
9.
Proc Natl Acad Sci U S A ; 116(48): 24075-24083, 2019 11 26.
Article in English | MEDLINE | ID: mdl-31712433

ABSTRACT

Messenger RNAs (mRNAs) encode information in both their primary sequence and their higher order structure. The independent contributions of factors like codon usage and secondary structure to regulating protein expression are difficult to establish as they are often highly correlated in endogenous sequences. Here, we used 2 approaches, global inclusion of modified nucleotides and rational sequence design of exogenously delivered constructs, to understand the role of mRNA secondary structure independent from codon usage. Unexpectedly, highly expressed mRNAs contained a highly structured coding sequence (CDS). Modified nucleotides that stabilize mRNA secondary structure enabled high expression across a wide variety of primary sequences. Using a set of eGFP mRNAs with independently altered codon usage and CDS structure, we find that the structure of the CDS regulates protein expression through changes in functional mRNA half-life (i.e., mRNA being actively translated). This work highlights an underappreciated role of mRNA secondary structure in the regulation of mRNA stability.


Subject(s)
Protein Biosynthesis/physiology , RNA Stability , RNA, Messenger/chemistry , Half-Life , HeLa Cells , Humans , Nucleic Acid Conformation , Proteins/metabolism
10.
Mol Ther Nucleic Acids ; 15: 1-11, 2019 Apr 15.
Article in English | MEDLINE | ID: mdl-30785039

ABSTRACT

mRNA vaccines have the potential to tackle many unmet medical needs that are unable to be addressed with conventional vaccine technologies. A potent and well-tolerated delivery technology is integral to fully realizing the potential of mRNA vaccines. Pre-clinical and clinical studies have demonstrated that mRNA delivered intramuscularly (IM) with first-generation lipid nanoparticles (LNPs) generates robust immune responses. Despite progress made over the past several years, there remains significant opportunity for improvement, as the most advanced LNPs were designed for intravenous (IV) delivery of siRNA to the liver. Here, we screened a panel of proprietary biodegradable ionizable lipids for both expression and immunogenicity in a rodent model when administered IM. A subset of compounds was selected and further evaluated for tolerability, immunogenicity, and expression in rodents and non-human primates (NHPs). A lead formulation was identified that yielded a robust immune response with improved tolerability. More importantly for vaccines, increased innate immune stimulation driven by LNPs does not equate to increased immunogenicity, illustrating that mRNA vaccine tolerability can be improved without affecting potency.

11.
BMC Genomics ; 20(1): 6, 2019 Jan 05.
Article in English | MEDLINE | ID: mdl-30611200

ABSTRACT

BACKGROUND: Sequencing data has become a standard measure of diverse cellular activities. For example, gene expression is accurately measured by RNA sequencing (RNA-Seq) libraries, protein-DNA interactions are captured by chromatin immunoprecipitation sequencing (ChIP-Seq), protein-RNA interactions by crosslinking immunoprecipitation sequencing (CLIP-Seq) or RNA immunoprecipitation (RIP-Seq) sequencing, DNA accessibility by assay for transposase-accessible chromatin (ATAC-Seq), DNase or MNase sequencing libraries. The processing of these sequencing techniques involves library-specific approaches. However, in all cases, once the sequencing libraries are processed, the result is a count table specifying the estimated number of reads originating from each genomic locus. Differential analysis to determine which loci have different cellular activity under different conditions starts with the count table and iterates through a cycle of data assessment, preparation and analysis. Such complex analysis often relies on multiple programs and is therefore a challenge for those without programming skills. RESULTS: We developed DEBrowser as an R bioconductor project to interactively visualize every step of the differential analysis, without programming. The application provides a rich and interactive web based graphical user interface built on R's shiny infrastructure. DEBrowser allows users to visualize data with various types of graphs that can be explored further by selecting and re-plotting any desired subset of data. Using the visualization approaches provided, users can determine and correct technical variations such as batch effects and sequencing depth that affect differential analysis. We show DEBrowser's ease of use by reproducing the analysis of two previously published data sets. CONCLUSIONS: DEBrowser is a flexible, intuitive, web-based analysis platform that enables an iterative and interactive analysis of count data without any requirement of programming knowledge.


Subject(s)
Chromatin Immunoprecipitation/statistics & numerical data , Genome, Human/genetics , Sequence Analysis, RNA/statistics & numerical data , Software , Chromatin/genetics , DNA/genetics , DNA-Binding Proteins/genetics , Data Interpretation, Statistical , Genomics/statistics & numerical data , High-Throughput Nucleotide Sequencing/statistics & numerical data , Humans , Sequence Analysis, DNA
12.
Nat Biotechnol ; 2018 Nov 19.
Article in English | MEDLINE | ID: mdl-30451990

ABSTRACT

Preeclampsia is a placentally induced hypertensive disorder of pregnancy that is associated with substantial morbidity and mortality to mothers and fetuses. Clinical manifestations of preterm preeclampsia result from excess circulating soluble vascular endothelial growth factor receptor FLT1 (sFLT1 or sVEGFR1) of placental origin. Here we identify short interfering RNAs (siRNAs) that selectively silence the three sFLT1 mRNA isoforms primarily responsible for placental overexpression of sFLT1 without reducing levels of full-length FLT1 mRNA. Full chemical stabilization in the context of hydrophobic modifications enabled productive siRNA accumulation in the placenta (up to 7% of injected dose) and reduced circulating sFLT1 in pregnant mice (up to 50%). In a baboon preeclampsia model, a single dose of siRNAs suppressed sFLT1 overexpression and clinical signs of preeclampsia. Our results demonstrate RNAi-based extrahepatic modulation of gene expression with nonformulated siRNAs in nonhuman primates and establish a path toward a new treatment paradigm for patients with preterm preeclampsia.

13.
Mol Cell ; 72(4): 715-726.e3, 2018 11 15.
Article in English | MEDLINE | ID: mdl-30415953

ABSTRACT

Compared to noncoding RNAs (ncRNAs), such as rRNAs and ribozymes, for which high-resolution structures abound, little is known about the tertiary structures of mRNAs. In eukaryotic cells, newly made mRNAs are packaged with proteins in highly compacted mRNA particles (mRNPs), but the manner of this mRNA compaction is unknown. Here, we developed and implemented RIPPLiT (RNA immunoprecipitation and proximity ligation in tandem), a transcriptome-wide method for probing the 3D conformations of RNAs stably associated with defined proteins, in this case, exon junction complex (EJC) core factors. EJCs multimerize with other mRNP components to form megadalton-sized complexes that protect large swaths of newly synthesized mRNAs from endonuclease digestion. Unlike ncRNPs, wherein strong locus-specific structures predominate, mRNPs behave more like flexible polymers. Polymer analysis of proximity ligation data for hundreds of mRNA species demonstrates that nascent and pre-translational mammalian mRNAs are compacted by their associated proteins into linear rod-like structures.


Subject(s)
RNA Precursors/ultrastructure , Ribonucleoproteins/genetics , Ribonucleoproteins/ultrastructure , Cell Nucleus , Exons , HEK293 Cells , Humans , Immunoprecipitation/methods , Protein Processing, Post-Translational , RNA Precursors/genetics , RNA Splicing , RNA Stability , RNA, Messenger/genetics , RNA, Messenger/ultrastructure , RNA, Untranslated , Spliceosomes , Transcription, Genetic
14.
Cell Rep ; 24(10): 2553-2560.e5, 2018 09 04.
Article in English | MEDLINE | ID: mdl-30184490

ABSTRACT

Huntington's disease (HD) is a monogenic neurodegenerative disorder representing an ideal candidate for gene silencing with oligonucleotide therapeutics (i.e., antisense oligonucleotides [ASOs] and small interfering RNAs [siRNAs]). Using an ultra-sensitive branched fluorescence in situ hybridization (FISH) method, we show that ∼50% of wild-type HTT mRNA localizes to the nucleus and that its nuclear localization is observed only in neuronal cells. In mouse brain sections, we detect Htt mRNA predominantly in neurons, with a wide range of Htt foci observed per cell. We further show that siRNAs and ASOs efficiently eliminate cytoplasmic HTT mRNA and HTT protein, but only ASOs induce a partial but significant reduction of nuclear HTT mRNA. We speculate that, like other mRNAs, HTT mRNA subcellular localization might play a role in important neuronal regulatory mechanisms.


Subject(s)
Huntington Disease/metabolism , Neurons/cytology , Neurons/metabolism , RNA, Messenger/metabolism , Animals , Cell Nucleus/metabolism , Cells, Cultured , Female , Gene Silencing , HeLa Cells , Humans , In Situ Hybridization, Fluorescence , Mice , Oligonucleotides, Antisense/genetics , RNA, Messenger/genetics , RNA, Small Interfering/genetics , RNA, Small Interfering/physiology , Trinucleotide Repeat Expansion/genetics
15.
Nucleic Acid Ther ; 28(5): 285-296, 2018 10.
Article in English | MEDLINE | ID: mdl-30088967

ABSTRACT

The advent of therapeutic mRNAs significantly increases the possibilities of protein-based biologics beyond those that can be synthesized by recombinant technologies (eg, monoclonal antibodies, extracellular enzymes, and cytokines). In addition to their application in the areas of vaccine development, immune-oncology, and protein replacement therapies, one exciting possibility is to use therapeutic mRNAs to program undesired, diseased cells to synthesize a toxic intracellular protein, causing cells to self-destruct. For this approach to work, however, methods are needed to limit toxic protein expression to the intended cell type. Here, we show that inclusion of microRNA target sites in therapeutic mRNAs encoding apoptotic proteins, Caspase or PUMA, can prevent their expression in healthy hepatocytes while triggering apoptosis in hepatocellular carcinoma cells.


Subject(s)
Carcinoma, Hepatocellular/genetics , Liver Neoplasms/genetics , MicroRNAs/genetics , RNA, Messenger/genetics , Animals , Apoptosis/genetics , Apoptosis Regulatory Proteins/genetics , Carcinoma, Hepatocellular/pathology , Carcinoma, Hepatocellular/therapy , Caspases/genetics , Gene Expression Regulation, Neoplastic/genetics , HeLa Cells , Hepatocytes/metabolism , Humans , Liver Neoplasms/pathology , Liver Neoplasms/therapy , Mice , MicroRNAs/therapeutic use , Primary Cell Culture , Proto-Oncogene Proteins/genetics , RAW 264.7 Cells , RNA, Messenger/therapeutic use
16.
Elife ; 72018 06 22.
Article in English | MEDLINE | ID: mdl-29932423

ABSTRACT

Most human genes contain multiple introns, necessitating mechanisms to effectively define exons and ensure their proper connection by spliceosomes. Human spliceosome assembly involves both cross-intron and cross-exon interactions, but how these work together is unclear. We examined in human nuclear extracts dynamic interactions of single pre-mRNA molecules with individual fluorescently tagged spliceosomal subcomplexes to investigate how cross-intron and cross-exon processes jointly promote pre-spliceosome assembly. U1 subcomplex bound to the 5' splice site of an intron acts jointly with U1 bound to the 5' splice site of the next intron to dramatically increase the rate and efficiency by which U2 subcomplex is recruited to the branch site/3' splice site of the upstream intron. The flanking 5' splice sites have greater than additive effects implying distinct mechanisms facilitating U2 recruitment. This synergy of 5' splice sites across introns and exons is likely important in promoting correct and efficient splicing of multi-intron pre-mRNAs.


Subject(s)
Exons , Introns , RNA Precursors/genetics , RNA Splicing , Ribonucleoproteins, Small Nuclear/genetics , Spliceosomes/genetics , Adenosine Triphosphate/metabolism , Computational Biology/methods , HEK293 Cells , Humans , RNA Precursors/chemistry , RNA Precursors/metabolism , RNA Splice Sites , Ribonucleoproteins, Small Nuclear/metabolism , Spliceosomes/metabolism , Spliceosomes/ultrastructure
17.
Cell ; 173(4): 1031-1044.e13, 2018 05 03.
Article in English | MEDLINE | ID: mdl-29727662

ABSTRACT

Full understanding of eukaryotic transcriptomes and how they respond to different conditions requires deep knowledge of all sites of intron excision. Although RNA sequencing (RNA-seq) provides much of this information, the low abundance of many spliced transcripts (often due to their rapid cytoplasmic decay) limits the ability of RNA-seq alone to reveal the full repertoire of spliced species. Here, we present "spliceosome profiling," a strategy based on deep sequencing of RNAs co-purifying with late-stage spliceosomes. Spliceosome profiling allows for unambiguous mapping of intron ends to single-nucleotide resolution and branchpoint identification at unprecedented depths. Our data reveal hundreds of new introns in S. pombe and numerous others that were previously misannotated. By providing a means to directly interrogate sites of spliceosome assembly and catalysis genome-wide, spliceosome profiling promises to transform our understanding of RNA processing in the nucleus, much as ribosome profiling has transformed our understanding mRNA translation in the cytoplasm.


Subject(s)
Schizosaccharomyces/genetics , Spliceosomes/metabolism , Transcriptome , Algorithms , Introns , RNA Splicing , RNA, Fungal/metabolism , Ribonucleoproteins/metabolism , Schizosaccharomyces/metabolism , Schizosaccharomyces pombe Proteins/metabolism , Sequence Analysis, RNA , Transcription Initiation Site
19.
Nucleic Acids Res ; 46(5): 2185-2196, 2018 03 16.
Article in English | MEDLINE | ID: mdl-29432571

ABSTRACT

Small interfering RNA (siRNA)-based drugs require chemical modifications or formulation to promote stability, minimize innate immunity, and enable delivery to target tissues. Partially modified siRNAs (up to 70% of the nucleotides) provide significant stabilization in vitro and are commercially available; thus are commonly used to evaluate efficacy of bio-conjugates for in vivo delivery. In contrast, most clinically-advanced non-formulated compounds, using conjugation as a delivery strategy, are fully chemically modified (100% of nucleotides). Here, we compare partially and fully chemically modified siRNAs in conjugate mediated delivery. We show that fully modified siRNAs are retained at 100x greater levels in various tissues, independently of the nature of the conjugate or siRNA sequence, and support productive mRNA silencing. Thus, fully chemically stabilized siRNAs may provide a better platform to identify novel moieties (peptides, aptamers, small molecules) for targeted RNAi delivery.


Subject(s)
Drug Delivery Systems/methods , RNA Interference , RNA Processing, Post-Transcriptional , RNA, Small Interfering/genetics , Animals , Aptamers, Nucleotide/chemistry , Cells, Cultured , Female , Genetic Vectors/genetics , HeLa Cells , Humans , Lipids/chemistry , Mice, Inbred C57BL , Peptides/chemistry , RNA, Small Interfering/chemistry , RNA, Small Interfering/pharmacokinetics , Tissue Distribution
20.
Small Methods ; 2(9)2018 Sep 11.
Article in English | MEDLINE | ID: mdl-32158910

ABSTRACT

Single-molecule fluorescence in situ hybridization (smFISH) provides direct access to the spatial relationship between nucleic acids and specific subcellular locations. The ability to precisely localize a messenger RNA can reveal key information about its regulation. Although smFISH is well established in cell culture or thin sections, the utility of smFISH is hindered in thick tissue sections due to the poor probe penetration of fixed tissue, the inaccessibility of target mRNAs for probe hybridization, high background fluorescence, spherical aberration along the optical axis, and the lack of methods for image segmentation of organelles. Studying mRNA localization in 50 µm thick Drosophila larval muscle sections, these obstacles are overcome using sample-specific optimization of smFISH, particle identification based on maximum likelihood testing, and 3D multiple-organelle segmentation. The latter allows independent thresholds to be assigned to different regions of interest within an image stack. This approach therefore facilitates accurate measurement of mRNA location in thick tissues.

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