RESUMEN
Myosin heavy chains (MyHCs), which are encoded by myosin heavy chain (Myh) genes, are the most abundant proteins in myofiber. Among the 11 sarcomeric Myh isoform genes in the mammalian genome, seven are mainly expressed in skeletal muscle. Myh genes/MyHC proteins share a common role as force producing units with highly conserved sequences, but have distinct spatio-temporal expression patterns. As such, the expression patterns of Myh genes/MyHC proteins are considered as molecular signatures of specific fiber types or the regenerative status of mammalian skeletal muscles. Immunohistochemistry is widely used for identifying MyHC expression patterns; however, this method is costly and is not ideal for whole-mount samples, such as embryos. In situ hybridization (ISH) is another versatile method for the analysis of gene expression, but is not commonly applied for Myh genes, partly because of the highly homologous sequences of Myh genes. Here we demonstrate that an ISH analysis with the untranslated region (UTR) sequence of Myh genes is cost-effective and specific method for analyzing the Myh gene expression in whole-mount samples. Digoxigenin (DIG)-labeled antisense probes for UTR sequences, but not for protein coding sequences, specifically detected the expression patterns of respective Myh isoform genes in both embryo and adult skeletal muscle tissues. UTR probes also revealed the isoform gene-specific polarized localization of Myh mRNAs in embryonic myofibers, which implied a novel mRNA distribution mechanism. Our data suggested that the DIG-labeled UTR probe is a cost-effective and versatile method to specifically detect skeletal muscle Myh genes in a whole-mount analysis.
Asunto(s)
Cadenas Pesadas de Miosina , ARN , Animales , Cadenas Pesadas de Miosina/genética , Cadenas Pesadas de Miosina/metabolismo , Sondas ARN/metabolismo , Digoxigenina/metabolismo , Regiones no Traducidas , Músculo Esquelético/metabolismo , Isoformas de Proteínas/genética , Isoformas de Proteínas/metabolismo , ARN Mensajero/genética , ARN Mensajero/metabolismo , Perfilación de la Expresión Génica , Hibridación in Situ , Mamíferos/metabolismoRESUMEN
Bioaugmentation is an effective approach for removing pyrene from contaminated sites, and its performance is enhanced by a biosurfactant. To reveal the mechanisms of biosurfactant-assisted bioaugmentation, we introduced RNA stable isotope probing (RNA-SIP) in the pyrene-contaminated soils and explored the impacts of rhamnolipid on the pyrene degradation process. After 12-day degradation, residual pyrene was the lowest in the bioaugmentation treatment (7.76 ± 1.57%), followed by biosurfactant-assisted bioaugmentation (9.86 ± 2.58%) and enhanced natural attenuation (23.97 ± 1.05%). Thirteen well-known and two novel pyrene-degrading bacteria were confirmed to participate in the pyrene degradation. Pyrene degradation was accelerated in the biosurfactant-assisted bioaugmentation, manifested by the high diversity of active pyrene degraders. Our findings expand the knowledge on pyrene degrading bacteria and the mechanisms of pyrene degradation in a bioaugmentation process.
Asunto(s)
Microbiología del Suelo , Contaminantes del Suelo , Bacterias/metabolismo , Biodegradación Ambiental , Isótopos/metabolismo , Pirenos/metabolismo , ARN/metabolismo , Sondas ARN/metabolismo , Suelo , Contaminantes del Suelo/análisisRESUMEN
Scleractinians, or stony corals, are colonial animals that possess a high regenerative capacity and a highly diverse innate immune system. As such they present the opportunity to investigate the interconnection between regeneration and immunity in a colonial animal. Understanding the relationship between regeneration and immunity in stony corals is of further interest as it has major implications for coral reef health. One method for understanding the role of innate immunity in scleractinian regeneration is in situ hybridization using RNA probes. Here we describe a protocol for in situ hybridization in adult stony corals using a digoxigenin (DIG)-labeled RNA antisense probe which can be utilized to investigate the spatial expression of immune factors during regeneration.
Asunto(s)
Antozoos , Animales , Antozoos/genética , Antozoos/metabolismo , Digoxigenina/metabolismo , Expresión Génica , Hibridación in Situ , Sondas ARN/metabolismoRESUMEN
In eukaryotic nuclei, most genes are transcribed by RNA polymerase II (RNAP2), whose regulation is a key to understanding the genome and cell function. RNAP2 has a long heptapeptide repeat (Tyr1-Ser2-Pro3-Thr4-Ser5-Pro6-Ser7), and Ser2 is phosphorylated on an elongation form. To detect RNAP2 Ser2 phosphorylation (RNAP2 Ser2ph) in living cells, we developed a genetically encoded modification-specific intracellular antibody (mintbody) probe. The RNAP2 Ser2ph-mintbody exhibited numerous foci, possibly representing transcription "factories," and foci were diminished during mitosis and in a Ser2 kinase inhibitor. An in vitro binding assay using phosphopeptides confirmed the mintbody's specificity. RNAP2 Ser2ph-mintbody foci were colocalized with proteins associated with elongating RNAP2 compared with factors involved in the initiation. These results support the view that mintbody localization represents the sites of RNAP2 Ser2ph in living cells. RNAP2 Ser2ph-mintbody foci showed constrained diffusional motion like chromatin, but they were more mobile than DNA replication domains and p300-enriched foci, suggesting that the elongating RNAP2 complexes are separated from more confined chromatin domains.
Asunto(s)
Imagen Molecular , ARN Polimerasa II/metabolismo , Sondas ARN/metabolismo , Transcripción Genética , Núcleo Celular/metabolismo , Supervivencia Celular , Células HeLa , Humanos , Interfase , Fosforilación , Fosfoserina/metabolismoRESUMEN
Development of RNA-based technologies relies on the ability to detect, manipulate, and modify RNA. Efficient, selective and scalable covalent modification of long RNA molecules remains a challenge. We report a chemical method for modification of RNA 3'-end based on previously unrecognized superior reactivity of N-substituted ethylenediamines in reductive amination of periodate-oxidized RNA. Using this method, we obtained fluorescently labelled or biotinylated RNAs varying in length (from 3 to 2000 nt) and carrying different 5' ends (including m7G cap) in high yields (70-100% by HPLC). The method is scalable (up to sub-milligrams of mRNA) and combined with label-facilitated HPLC purification yields highly homogeneous products. The combination of 3'-end labelling with 5'-end labelling by strain-promoted azide-alkyne cycloaddition (SPAAC) afforded a one-pot protocol for site-specific RNA bifunctionalization, providing access to two-colour fluorescent RNA probes. These probes exhibited fluorescence resonance energy transfer (FRET), which enabled real-time monitoring of several RNA hydrolase activities (RNase A, RNase T1, RNase R, Dcp1/2, and RNase H). Dually labelled mRNAs were efficiently translated in cultured cells and in zebrafish embryos, which combined with their detectability by fluorescent methods and scalability of the synthesis, opens new avenues for the investigation of mRNA metabolism and the fate of mRNA-based therapeutics.
Asunto(s)
Colorantes Fluorescentes/metabolismo , Sondas ARN/metabolismo , ARN Mensajero/metabolismo , Animales , Células HeLa , Humanos , Pez CebraRESUMEN
Organelles are specialized compartments, where various proteins reside and play crucial roles to maintain essential cellular structures and functions in mammalian cells. A comprehensive understanding of protein expressions and subsequent localizations at each organelle is of great benefit to the development of organelle-based therapies. Herein, a set of single or dual organelle labeling messenger RNAs (SOLAR or DOLAR) is designed as novel imaging probes, which encode fluorescent proteins with various organelle localization signals. These mRNA probes enable to visualize the protein localizations at different organelles and investigate their trafficking from ribosomal machinery to specific organelles. According to the in vitro results, SOLAR probes show organelle targeting capabilities consistent with the design. Moreover, DOLAR probes with different linkers display distinct targeting properties depending on different organelle localization signals. Additionally, these mRNA probes also exhibit organelle labeling ability in vivo when delivered by lipid nanoparticles (LNPs). Therefore, these mRNA-based probes provide a unique tool to study cell organelles and may facilitate the design of organelle-based therapies.
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Liposomas/química , Nanopartículas/química , Orgánulos/química , Sondas ARN/química , ARN Mensajero/metabolismo , Animales , Línea Celular Tumoral , Colorantes Fluorescentes/química , Expresión Génica , Humanos , Lisosomas/metabolismo , Ratones , Microscopía Confocal , Orgánulos/metabolismo , Proteínas/genética , Proteínas/metabolismo , Sondas ARN/metabolismo , ARN Mensajero/químicaRESUMEN
Ribonucleases can cleave RNAs internally in endoribonucleolytic mode or remove one nucleotide at a time from either the 5' or 3' end through exoribonuclease action. To show direct implication of an RNase in a specific pathway of RNA maturation or decay requires the setting up of in vitro assays with purified enzymes and substrates. This chapter complements Chapter 24 on assays of ribonuclease action in vivo by providing detailed protocols for the assay of B. subtilis RNases with prepared substrates in vitro.
Asunto(s)
Pruebas de Enzimas/métodos , Sondas ARN/metabolismo , ARN Bacteriano/metabolismo , Ribonucleasas/metabolismo , Bacillus subtilis/enzimología , Regulación Bacteriana de la Expresión Génica , CinéticaRESUMEN
Metabolic labeling of RNAs with noncanonical nucleosides that are chemically active, followed by chemoselective conjugation with imaging probes or enrichment tags, has emerged as a powerful method for studying RNA transcription and degradation in eukaryotes. However, metabolic RNA labeling is not applicable for prokaryotes, in which the complexity and distinctness of gene regulation largely remain to be explored. Here, we report 2'-deoxy-2'-azidoguanosine (AzG) as a noncanonical nucleoside compatible with metabolic labeling of bacterial RNAs. With AzG, we develop AIR-seq (azidonucleoside-incorporated RNA sequencing), which enables genome-wide analysis of transcription upon heat stress in Escherichia coli. Furthermore, AIR-seq coupled with pulse-chase labeling allows for global analysis of bacterial RNA degradation. Finally, we demonstrate that RNAs of mouse gut microbiotas can be metabolically labeled with AzG in living animals. The AzG-enabled metabolic RNA labeling should find broad applications in studying RNA biology in various bacterial species.
Asunto(s)
Bacterias/metabolismo , ARN/metabolismo , Análisis de Secuencia de ARN/métodos , Coloración y Etiquetado , Animales , Bacterias/química , Genoma/genética , Células HeLa , Humanos , Ratones , Nucleósidos/metabolismo , ARN/química , ARN/aislamiento & purificación , Sondas ARN/química , Sondas ARN/metabolismo , Estabilidad del ARN/genéticaRESUMEN
The arabinogalactan proteins are highly glycosylated and ubiquitous in plants. They are involved in several aspects of plant development and reproduction; however, the mechanics behind their function remains for the most part unclear, as the carbohydrate moiety, covering the most part of the protein core, is poorly characterized at the individual protein level. Traditional immunolocalization using antibodies that recognize the glycosidic moiety of the protein cannot be used to elucidate individual proteins' distribution, function, or interactors. Indirect approaches are typically used to study these proteins, relying on reverse genetic analysis of null mutants or using a reporter fusion system. In the method presented here, we propose the use of RNA probes to assist in the localization of individual AGPs expression/mRNAs in tissues of Arabidopsis by fluorescent in situ hybridization, FISH. An extensive description of all aspects of this technique is provided, from RNA probe synthesis to the hybridization, trying to overcome the lack of specific antibodies for the protein core of AGPs.
Asunto(s)
Proteínas de Arabidopsis/análisis , Proteínas de Arabidopsis/genética , Arabidopsis/genética , Mucoproteínas/análisis , Mucoproteínas/genética , Arabidopsis/metabolismo , Proteínas de Arabidopsis/metabolismo , ADN/análisis , ADN/aislamiento & purificación , Indoles/química , Mucoproteínas/metabolismo , Óvulo Vegetal/citología , Óvulo Vegetal/genética , Proteínas de Plantas/análisis , Proteínas de Plantas/genética , Proteínas de Plantas/metabolismo , ARN/análisis , ARN/metabolismo , Sondas ARN/síntesis química , Sondas ARN/metabolismoRESUMEN
To understand the development and differentiation processes within a tissue and a cell, analysis of the cell type-specific gene expression pattern as well as the subcellular localization of the produced RNAs is essential. The simplest and fastest method to visualize RNA molecules is in situ hybridization (ISH) on whole-tissue samples. Over the past 40 years, various labeling and visualization techniques have been established to analyze either the expression domain of genes in tissues (using the classical chromogenic detection system) or the specific subcellular localization of mRNAs (using fluorescently labeled probes). By using the Arabidopsis root tip as an example tissue, we describe and compare classic in situ hybridization techniques. The protocols described can be easily transferred to almost all other tissues or model organism with slight modifications.
Asunto(s)
Colorantes Fluorescentes/química , Hibridación Fluorescente in Situ/métodos , Sondas ARN/metabolismo , ARN/genética , Coloración y Etiquetado/métodos , Fijación del Tejido/métodos , Arabidopsis/metabolismo , Colorantes Fluorescentes/metabolismo , Peroxidasa de Rábano Silvestre/metabolismo , Raíces de Plantas/metabolismoRESUMEN
In situ hybridization is a tool for evaluation of gene expression within tissues or single cells. This protocol describes optimized sensitive fluorescence detection of gene transcripts (mRNAs) in semithin sections of Schistosoma mansoni adult worms using specifically designed and labeled RNA probes. Due to improved methodologies in tissue preservation, sectioning, amplification of fluorescent signal, and prehybridization tissue treatment, it is possible to detect transcripts in the fine structures of schistosomes. The protocol is sensitive enough to detect very low abundance targets. This procedure is optimized for tissues derived from S. mansoni adult worms; however, it can be successfully applied to other trematode species.
Asunto(s)
Digoxigenina/metabolismo , Hibridación Fluorescente in Situ/métodos , Sondas ARN/metabolismo , Schistosoma mansoni/citología , Animales , ARN Mensajero/genética , ARN Mensajero/metabolismoRESUMEN
In this protocol, we describe procedures for synthesizing RNA probes of high specific activity from DNA templates containing promoters for bacteriophage-encoded RNA polymerases. The DNA fragment to be transcribed should have previously been cloned into one of the commercially available plasmids containing bacteriophage RNA polymerase promoters. Alternatively, DNA templates can be synthesized in polymerase chain reactions (PCRs) using gene-specific primers whose 5' ends encode synthetic promoters for bacteriophage-encoded RNA polymerases.
Asunto(s)
Técnicas Genéticas , Sondas ARN/metabolismo , ARN/metabolismo , Transcripción Genética , Bacteriófago T4/genética , ADN Viral/genética , Reacción en Cadena de la Polimerasa , Regiones Promotoras GenéticasRESUMEN
During development, the mouse brain is progressively divided into functionally distinct compartments. Numerous neuronal and glial cell types are subsequently generated in response to various inductive signals. Each cell expresses a unique combination of genes encoding proteins from transcription factors to neurotransmitters that define its role in brain function. To understand these important and highly sophisticated processes, it is critical to accurately locate the various proteins and cells that produce them. In this chapter, we introduce the techniques of Immunohistochemistry, which detects the localization of specific proteins, and RNA in situ hybridization, which enables the visualization of specific mRNAs.
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Encéfalo/crecimiento & desarrollo , Encéfalo/metabolismo , Hibridación in Situ/métodos , Animales , Regulación del Desarrollo de la Expresión Génica , Redes Reguladoras de Genes , Inmunohistoquímica , Ratones , Sondas ARN/metabolismo , Distribución TisularRESUMEN
Stable isotope probing is a combined molecular and isotopic technique used to probe the identity and function of uncultivated microorganisms within environmental samples. Employing stable isotopes of common elements such as carbon and nitrogen, RNA-SIP exploits an increase in the buoyant density of RNA caused by the active metabolism and incorporation of heavier mass isotopes into the RNA after cellular utilization of labeled substrates pulsed into the community. Labeled RNAs are subsequently separated from unlabeled RNAs by density gradient centrifugation followed by identification of the RNAs by sequencing. Therefore, RNA stable isotope probing is a culture-independent technique that provides simultaneous information about microbiome community, composition and function. This chapter presents the detailed protocol for performing an RNA-SIP experiment, including the formation, ultracentrifugation, and fractional analyses of stable isotope-labeled RNAs extracted from environmental samples.
Asunto(s)
Marcaje Isotópico/métodos , Sondas ARN/metabolismo , Isótopos de Carbono/química , Centrifugación por Gradiente de Densidad/instrumentación , Centrifugación por Gradiente de Densidad/métodos , ADN Bacteriano/genética , ADN Bacteriano/metabolismo , Microbiota/genética , ARN/aislamiento & purificación , ARN/metabolismo , Sondas ARN/genética , ARN Ribosómico 16S/metabolismo , Espectrometría Raman , Flujo de TrabajoRESUMEN
The RNA-SIP technology allows for linking the structure and function of complex microbial communities, that is, the identification of microbial key players involved in distinct degradation and assimilation processes under in situ conditions. Being dependent on RNA, this technique is particularly suited for environments with high numbers of very active, that is, significantly RNA-expressing microorganisms, such as intestinal tract samples. We use RNA-SIP for the identification of bacteria involved in the degradation and assimilation of prebiotic carbohydrates in order to better understand the functionality of these medically and economically important nutrients in human and animal intestinal environments.
Asunto(s)
Isótopos de Carbono/metabolismo , Intestinos/microbiología , Marcaje Isotópico/métodos , ARN Bacteriano/metabolismo , Animales , Bacterias/genética , Bacterias/metabolismo , Centrifugación por Gradiente de Densidad , Glucosa/metabolismo , Humanos , Microbiota/genética , Microbiota/fisiología , Prebióticos/microbiología , Sondas ARN/metabolismo , ARN Bacteriano/aislamiento & purificación , Almidón/metabolismoRESUMEN
Complex RNA-RNA interactions underlie fundamental biological processes. However, a large number of RNA-RNA interactions remain unknown. Most existing methods used to map RNA-RNA interactions are based on proximity ligation, but these strategies also capture a huge amount of intramolecular RNA secondary structures, making it almost impossible to detect most RNA-RNA interactions. To overcome this limitation, we developed an efficient, genome-wide method, Capture Interacting RNA and Deep Sequencing (CIRDES) for in vivo capturing of the RNA interactome. We designed multiple 20-nt CIRDES probes tiling the whole RNA sequence of interest. This strategy obtained high selectivity and low background noise proved by qRT-PCR data. CIRDES enriched target RNA and its interacting RNAs from cells crosslinked by formaldehyde in high efficiency. After hybridization and purification, the captured RNAs were converted to the cDNA library after a highly efficient ligation to a 3' end infrared-dye-conjugated RNA adapter based on adapter ligation library construction. Using CIRDES, we detected highly abundant known interacting RNA, as well as a large number of novel targets of U6 snRNA. The enrichment of U4 snRNA, which interacts with U6, confirmed the robustness of the identification of the RNA-RNA interaction by CIRDES. These results suggest that the CIRDES is an efficient strategy for genome-wide RNA-RNA interactome analysis.
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Genoma , Sondas ARN/metabolismo , ARN Nuclear Pequeño/metabolismo , Biblioteca de Genes , Células Hep G2 , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Hibridación de Ácido Nucleico , Sondas ARN/genética , ARN Nuclear Pequeño/genética , ARN Nuclear Pequeño/aislamiento & purificación , Análisis de Secuencia de ARNRESUMEN
Bovine viral diarrhea viruses (BVDV), segregated in BVDV-1 and BVDV-2 species, lead to substantial economic losses to the cattle industry worldwide. It has been hypothesized that there could be differences in level of replication, pathogenesis and tissue tropism between BVDV-1 and BVDV-2 strains. Thus, this study developed an in vitro method to evaluate virus competition between BVDV-1 and BVDV-2 strains. To this end the competitive dynamics of BVDV-1a, BVDV-1b, and BVDV-2a strains in cell cultures was evaluated by a PrimeFlow RNA assay. Similar results were observed in this study, as was observed in an earlier in vivo transmission study. Competitive exclusion was observed as the BVDV-2a strains dominated and excluded the BVDV-1a and BVDV-1b strains. The in vitro model developed can be used to identify viral variations that result in differences in frequency of subgenotypes detected in the field, vaccine failure, pathogenesis, and strain dependent variation in immune responses.
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Bioensayo , Virus de la Diarrea Viral Bovina Tipo 1/genética , Virus de la Diarrea Viral Bovina Tipo 2/genética , Células Epiteliales/virología , ARN Viral/genética , Animales , Diarrea Mucosa Bovina Viral/diagnóstico , Diarrea Mucosa Bovina Viral/virología , Bovinos , Línea Celular , Coinfección , Virus de la Diarrea Viral Bovina Tipo 1/clasificación , Virus de la Diarrea Viral Bovina Tipo 1/aislamiento & purificación , Virus de la Diarrea Viral Bovina Tipo 1/metabolismo , Virus de la Diarrea Viral Bovina Tipo 2/clasificación , Virus de la Diarrea Viral Bovina Tipo 2/aislamiento & purificación , Virus de la Diarrea Viral Bovina Tipo 2/metabolismo , Perros , Células Epiteliales/patología , Femenino , Células de Riñón Canino Madin Darby , Embarazo , ARN/genética , ARN/metabolismo , Sondas ARN/genética , Sondas ARN/metabolismo , ARN Viral/metabolismo , Tropismo Viral , Replicación ViralRESUMEN
The presence or absence and nature of the free patchy ends in DNA sequences has a decisive effect on the performance of colorimetric sensors based on the use of gold nanoparticles (Au NPs). The authors have designed two unmodified gene probes (probe 1: a 19-mer; probe 2: an 18-mer). They are complementary to either half of a 37-mer target derived from the conserved region of Hepatitis C Virus (HCV) RNA. Each probe has further been modified with 10-mer poly(A) and thiol-functionalized 10-mer poly(A) at the 5' positions. Nine combinations of probe and HCV RNA were then designed to investigate the effect of free patchy ends on the stability of citrate-modified Au NPs against salt-induced aggregation which lead to color change from red to blue. The aggregation of Au NPs can be monitored by ratiometric spectroscopy at wavelengths of 520 and 700 nm. The differentiation between HCV RNA and control has also been studied by varying the concentration of probe and analyte. The particle size and zeta potentials were determined before and after aggregation. It is demonstrated that the change in surface charge density of the Au NPs governs the critical coagulation concentration of NaCl. The method presented here can be used to quantify HCV RNA in the 370 nM to 3 µM concentration range, and the detection limit is 500 nM. The results obtained with Au NPs that are chemically non-conjugated with the oligonucleotides have been found to be valuable in rationally devising the design rules for rapid and efficient colorimetric sensing of oligonucleotides. Graphical abstract Schematic representation of the nine combinatorial pairs of oligonucleotides that vary in the length of patchy ends and their position to unearth their effect in rapid gold nanoparticle-based colorimetric gene sensing without time-consuming and expensive thiol-conjugation step.
Asunto(s)
Técnicas Biosensibles/métodos , Colorimetría/métodos , Hepacivirus/genética , Nanopartículas del Metal/química , ARN Viral/análisis , ADN/metabolismo , ADN/farmacología , ADN de Cadena Simple/metabolismo , ADN de Cadena Simple/farmacología , Oro/química , Tamaño de la Partícula , Sondas ARN/química , Sondas ARN/metabolismoRESUMEN
OBJECTIVE: Circulating microRNAs are promising diagnostics and prognostics biomarkers in a wide variety of diseases. However, there is a critical reproducibility challenge, which in part may be due to preanalytical factors. MicroRNA purification has been identified as the major contributor to the total intra assay variation, thus we found great interest in recent papers describing methods for direct quantification of circulating microRNAs without the purification step. With one exception, all the studies we identified where a direct quantification of circulating microRNAs had been performed were using SYBR Green chemistry. In our laboratory we use platelet-poor plasma and TaqMan assays for microRNA analysis, and thus we investigated whether we could adapt the procedures for the direct reverse transcription described by these studies to be used with our TaqMan assays. RESULTS: We did not achieve valid results by direct quantification of selected microRNAs (miR-92a, miR-16 and miR-126) in platelet-poor plasma using TaqMan assays.
Asunto(s)
Bioensayo/métodos , MicroARNs/sangre , MicroARNs/aislamiento & purificación , Sondas ARN/metabolismo , Humanos , MicroARNs/genéticaRESUMEN
Thermostable group II intron reverse transcriptases (TGIRTs) with high fidelity and processivity have been used for a variety of RNA sequencing (RNA-seq) applications, including comprehensive profiling of whole-cell, exosomal, and human plasma RNAs; quantitative tRNA-seq based on the ability of TGIRT enzymes to give full-length reads of tRNAs and other structured small ncRNAs; high-throughput mapping of post-transcriptional modifications; and RNA structure mapping. Here, we improved TGIRT-seq methods for comprehensive transcriptome profiling by rationally designing RNA-seq adapters that minimize adapter dimer formation. Additionally, we developed biochemical and computational methods for remediating 5'- and 3'-end biases, the latter based on a random forest regression model that provides insight into the contribution of different factors to these biases. These improvements, some of which may be applicable to other RNA-seq methods, increase the efficiency of TGIRT-seq library construction and improve coverage of very small RNAs, such as miRNAs. Our findings provide insight into the biochemical basis of 5'- and 3'-end biases in RNA-seq and suggest general approaches for remediating biases and decreasing adapter dimer formation.