Assessment of translational importance of mammalian mRNA sequence features based on Ribo-Seq and mRNA-Seq data

2016 ◽  
Vol 14 (02) ◽  
pp. 1641006 ◽  
Author(s):  
Oxana A. Volkova ◽  
Yury V. Kondrakhin ◽  
Ivan S. Yevshin ◽  
Tagir F. Valeev ◽  
Ruslan N. Sharipov

Ribosome profiling technology (Ribo-Seq) allowed to highlight more details of mRNA translation in cell and get additional information on importance of mRNA sequence features for this process. Application of translation inhibitors like harringtonine and cycloheximide along with mRNA-Seq technique helped to assess such important characteristic as translation efficiency. We assessed the translational importance of features of mRNA sequences with the help of statistical analysis of Ribo-Seq and mRNA-Seq data. Translationally important features known from literature as well as proposed by the authors were used in analysis. Such comparisons as protein coding versus non-coding RNAs and high- versus low-translated mRNAs were performed. We revealed a set of features that allowed to discriminate the compared categories of RNA. Significant relationships between mRNA features and efficiency of translation were also established.

2020 ◽  
Vol 48 (W1) ◽  
pp. W218-W229 ◽  
Author(s):  
Qi Liu ◽  
Tanya Shvarts ◽  
Piotr Sliz ◽  
Richard I Gregory

Abstract Ribosome profiling (Ribo-seq) is a powerful technology for globally monitoring RNA translation; ranging from codon occupancy profiling, identification of actively translated open reading frames (ORFs), to the quantification of translational efficiency under various physiological or experimental conditions. However, analyzing and decoding translation information from Ribo-seq data is not trivial. Although there are many existing tools to analyze Ribo-seq data, most of these tools are designed for specific or limited functionalities and an easy-to-use integrated tool to analyze Ribo-seq data is lacking. Fortunately, the small size (26–34 nt) of ribosome protected fragments (RPFs) in Ribo-seq and the relatively small amount of sequencing data greatly facilitates the development of such a web platform, which is easy to manipulate for users with or without bioinformatic expertise. Thus, we developed RiboToolkit (http://rnabioinfor.tch.harvard.edu/RiboToolkit), a convenient, freely available, web-based service to centralize Ribo-seq data analyses, including data cleaning and quality evaluation, expression analysis based on RPFs, codon occupancy, translation efficiency analysis, differential translation analysis, functional annotation, translation metagene analysis, and identification of actively translated ORFs. Besides, easy-to-use web interfaces were developed to facilitate data analysis and intuitively visualize results. Thus, RiboToolkit will greatly facilitate the study of mRNA translation based on ribosome profiling.


2018 ◽  
Vol 16 (02) ◽  
pp. 1840013 ◽  
Author(s):  
Oxana A. Volkova ◽  
Yury V. Kondrakhin ◽  
Timur A. Kashapov ◽  
Ruslan N. Sharipov

RNA plays an important role in the intracellular cell life and in the organism in general. Besides the well-established protein coding RNAs (messenger RNAs, mRNAs), long non-coding RNAs (lncRNAs) have gained the attention of recent researchers. Although lncRNAs have been classified as non-coding, some authors reported the presence of corresponding sequences in ribosome profiling data (Ribo-seq). Ribo-seq technology is a powerful experimental tool utilized to characterize RNA translation in cell with focus on initiation (harringtonine, lactimidomycin) and elongation (cycloheximide). By exploiting translation starts obtained from the Ribo-seq experiment, we developed a novel position weight matrix model for the prediction of translation starts. This model allowed us to achieve 96% accuracy of discrimination between human mRNAs and lncRNAs. When the same model was used for the prediction of putative ORFs in RNAs, we discovered that the majority of lncRNAs contained only small ORFs ([Formula: see text][Formula: see text]nt) in contrast to mRNAs.


2019 ◽  
Vol 1 (1) ◽  
pp. e2-e2 ◽  
Author(s):  
Jorge Ruiz-Orera ◽  
M Mar Albà

Abstract The mammalian transcriptome includes thousands of transcripts that do not correspond to annotated protein-coding genes and that are known as long non-coding RNAs (lncRNAs). A handful of lncRNAs have well-characterized regulatory functions but the biological significance of the majority of them is not well understood. LncRNAs that are conserved between mice and humans are likely to be enriched in functional sequences. Here, we investigate the presence of different types of ribosome profiling signatures in lncRNAs and how they relate to sequence conservation. We find that lncRNA-conserved regions contain three times more ORFs with translation evidence than non-conserved ones, and identify nine cases that display significant sequence constraints at the amino acid sequence level. The study also reveals that conserved regions in intergenic lncRNAs are significantly enriched in protein–RNA interaction signatures when compared to non-conserved ones; this includes sites in well-characterized lncRNAs, such as Cyrano, Malat1, Neat1 and Meg3, as well as in tens of lncRNAs of unknown function. This work illustrates how the analysis of ribosome profiling data coupled with evolutionary analysis provides new opportunities to explore the lncRNA functional landscape.


2017 ◽  
Author(s):  
Nahuel A. Paolini ◽  
Kat S. Moore ◽  
Franca M. di Summa ◽  
Ivo F.A.C. Fokkema ◽  
Peter A.C. ‘t Hoen ◽  
...  

AbstractThe regulation of translation initiation factor 2 (eIF2) is important for erythroid survival and differentiation. Lack of iron, a critical component of heme and hemoglobin, activates Heme Regulated Inhibitor (HRI). This results in phosphorylation of eIF2 and reduced eIF2 availability, which inhibits protein synthesis. Translation of specific transcripts such as Atf4, however, is enhanced. Upstream open reading frames (uORFs) are key to this regulation. The aim of this study is to investigate how eIF2 phosphorylation affects mRNA translation in erythroblasts. Ribosome profiling combined with RNA sequencing was used to determine translation initiation sites and ribosome density on individual transcripts. Treatment of erythroblasts with Tunicamycin (Tm) increased phosphorylation of eIF2 2-fold. At a false discovery rate of 1%, ribosome density was increased for 147 transcripts, among which transcriptional regulators such as Atf4, Tis7/Ifrd1, Pnrc2, Gtf2h, Mbd3, JunB and Kmt2e. Translation of 337 transcripts decreased more than average, among which Dym and Csde1. Ribosome profiling following Harringtonine treatment uncovered novel translation initiation sites and uORFs. Surprisingly, translated uORFs did not predict eIF2-dependent translation efficiency, but uORF identity differs. The regulation of transcription and translation factors in reponse to eIF2 phosphorylation may explain the large overall response to iron deficiency in erythroblasts.- eif2 dependent translation in erythroblasts during proteotoxic stress determined by ribosome footprinting- identification of transcription factors upregulated in response to eIF2 phosphorylation- Advantages and disadvantages of translation initiation site determination using harringtonine- distinct uORF pattern in transcripts with enhanced, or more than average reduced translation upon proteotoxic stress


2019 ◽  
Author(s):  
Yaara Finkel ◽  
Dominik Schmiedel ◽  
Julie Tai-Schmiedel ◽  
Aharon Nachshon ◽  
Michal Schwartz ◽  
...  

AbstractHuman herpesvirus 6 (HHV-6) A and B are highly ubiquitous betaherpesviruses, infecting the majority of the human population. Like other herpesviruses, they encompass large genomes and our understanding of their protein coding potential is far from complete. Here we employ ribosome profiling and systematic transcript analysis to experimentally define the HHV-6 translation products and to follow their temporal expression. We identify hundreds of new open reading frames (ORFs), including many upstream ORFs (uORFs) and internal ORFs (iORFs), generating a complete unbiased atlas of HHV-6 proteome. Furthermore, by integrating systematic data from the prototypic betaherpesvirus, human cytomegalovirus, we uncover numerous uORFs and iORFs that are conserved across betaherpesviruses and we show that uORFs are specifically enriched in late viral genes. Using our transcriptome measurements, we identified three highly abundant HHV-6 encoded long non-coding RNAs (lncRNAs), one of which generates a non-polyadenylated stable intron that appears to be a conserved feature of betaherpesviruses. Overall, our work reveals the complexity of HHV-6 genomes and highlights novel features that are conserved between betaherpesviruses, providing a rich resource for future functional studies.


2020 ◽  
Author(s):  
Dmitri N. Ermolenko ◽  
David Mathews

AbstractThe 5’ cap and 3’ poly(A) tail of mRNA are known to synergistically regulate mRNA translation and stability. Recent computational and experimental studies revealed that both protein-coding and non-coding RNAs will fold with extensive intramolecular secondary structure, which will result in close distances between the sequence ends. This proximity of the ends is a sequence-independent, universal property of most RNAs. Only low-complexity sequences without guanosines are without secondary structure and exhibit end-to-end distances expected for RNA random coils. The innate proximity of RNA ends might have important biological implications that remain unexplored. In particular, the inherent compactness of mRNA might regulate translation initiation by facilitating the formation of protein complexes that bridge mRNA 5’ and 3’ ends. Additionally, the proximity of mRNA ends might mediate coupling of 3′ deadenylation to 5′ end mRNA decay.


2021 ◽  
Author(s):  
Jonathan M Mudge ◽  
Jorge Ruiz-Orera ◽  
John R Prensner ◽  
Marie A Brunet ◽  
Jose Manuel Gonzalez ◽  
...  

Ribosome profiling (Ribo-seq) has catalyzed a paradigm shift in our understanding of the translational vocabulary of the human genome, discovering thousands of translated open reading frames (ORFs) within long non-coding RNAs and presumed untranslated regions of protein-coding genes. However, reference gene annotation projects have been circumspect in their incorporation of these ORFs due to uncertainties about their experimental reproducibility and physiological roles. Yet, it is indisputable that certain Ribo-seq ORFs make stable proteins, others mediate gene regulation, and many have medical implications. Ultimately, the absence of standardized ORF annotation has created a circular problem: while Ribo-seq ORFs remain unannotated by reference biological databases, this lack of characterisation will thwart research efforts examining their roles. Here, we outline the initial stages of a community-led effort supported by GENCODE / Ensembl, HGNC and UniProt to produce a consolidated catalog of human Ribo-seq ORFs.


Blood ◽  
2014 ◽  
Vol 124 (21) ◽  
pp. 2658-2658
Author(s):  
Klaske A.M.H. Thiadens ◽  
Eleonora de Klerk ◽  
Ivo F.A.C. Fokkema ◽  
Peter A.C. ‘t Hoen ◽  
Marieke von Lindern

Abstract The erythroid progenitor compartment possesses a large expansion capacity, both in vivo and in vitro, which enables a rapid restoration of peripheral erythrocytes following severe blood loss. This expansion is tightly regulated to maintain erythrocyte numbers between narrow boundaries, and to balance expansion of the erythroid compartment against the availability of iron for heme and haemoglobin production. We previously observed that control of mRNA translation is crucial for expansion of the erythroid compartment. We also showed that translation of specific transcripts is impaired in Diamond Blackfan Anemia (DBA), a severe congenital anemia due to defective ribosome biosynthesis. Transcripts can be subject to translational control through domains in the 5’- or 3’UTR, including secondary structures, protein binding sequences and upstream open reading frames (uORFs). The presence of uORFs, including those starting at non-AUG codons in the 5’UTR, may alter the level of mRNA translation, but may also result in the expression of alternative protein isoforms because translation initiation may be redirected to more downstream start codons. The aim of our current studies is to provide a genome wide map of mRNA translation efficiency during erythropoiesis that can be used to investigate defective mRNA translation in, for instance, DBA. Ribosome profiling is a genome wide high-throughput sequencing technology for global mapping of translation initiation sites that allows translation analysis with codon resolution at the genome wide level. We first investigated translational changes occurring during differentiation of mouse erythroblasts. We used p53-deficient, growth factor dependent and differentiation competent immortalized erythroblast cultures that were expanded in presence of erythropoietin (Epo), stem cell factor (SCF) and glucocorticoids as T0, and subsequently differentiated the cells in presence of Epo for 17 and 46 hours (T17, and T46 samples). To obtain ribosome footprints, the cells were treated for 7 minutes with harringtonin or solvent, and subsequently for 5 minutes with cycloheximide, which arrests translation by stabilizing the ribosomes at translation initiation codons, or on all codons, respectively. We used optimized protocols for ribosome footprinting and data analysis, and focused the analysis on transcripts containing uORFs. First we performed a qualitative analysis of start codon usage. The ribosome footprint data proved to be superior to previously used polyribosome recruitment. In some cases polysome recruitment appeared to represent translation of an uORFs while the protein coding ORF is hardly translated (e.g. Csf2rb2, Puma). In another set of transcripts, we found uORFs that are differentially translated during differentiation, and thereby regulate differential translation from a downstream start codon (e.g. Klf3, Use1, CD47, Kell). Finally, comparison of ribosome footprints determined in erythroblasts and in myoblasts/myotubes revealed tissue specific translation regulation of otherwise ubiquitously expressed transcripts among which transcripts encoding ribosomal proteins. Second, we will perform quantitative analysis of mRNA translation in erythropoiesis through the comparison of ribosome footprint reads in an ORF with total mRNA reads obtained from total mRNA sequencing of the same sample. The obtained insight in transcript specific translation at codon resolution is of great value to understand many cellular processes during erythropoiesis, and will be of particular interest to understand responses to iron availability and reactive oxygen species that particularly affect translation of transcripts harboring uORFs. Disclosures No relevant conflicts of interest to declare.


2019 ◽  
Vol 61 (3) ◽  
pp. 536-545 ◽  
Author(s):  
Yukio Kurihara ◽  
Yuko Makita ◽  
Haruka Shimohira ◽  
Tomoya Fujita ◽  
Shintaro Iwasaki ◽  
...  

Abstract Light is one of the most essential environmental clues for plant growth and morphogenesis. Exposure to blue monochromatic light from darkness is a turning point for plant biological activity, and as a result dramatic changes in gene expression occur. To understand the translational impacts of blue light, we have performed ribosome profiling analysis and called translated open reading frames (ORFs) de novo within not only mRNAs but also non-coding RNAs (ncRNAs). Translation efficiency of 3,823 protein-coding ORFs, such as nuclear chloroplast-related genes, was up-regulated by blue light exposure. Moreover, the translational activation of the microRNA biogenesis-related genes, DCL1 and HYL1, was induced by blue light. Considering the 3-nucleotide codon periodicity of ribosome footprints, a few hundred short ORFs lying on ncRNAs and upstream ORFs (uORFs) on mRNAs were found that had differential translation status between blue light and dark. uORFs are known to have a negative effect on the expression of the main ORFs (mORFs) on the same mRNAs. Our analysis suggests that the translation of uORFs is likely to be more stimulated than that of the corresponding mORFs, and uORF-mediated translational repression of the mORFs in five genes was alleviated by blue light exposure. With data-based annotation of the ORFs, our analysis provides insights into the translatome in response to environmental changes, such as those involving light.


2017 ◽  
Author(s):  
Gareth J Morgan ◽  
David H Burkhardt ◽  
Jeffery W Kelly ◽  
Evan T Powers

ABSTRACTCellular protein levels are dictated by the balance between gene transcription, mRNA translation and protein degradation, among other factors. Cells must manage their proteomes during stress; one way in which they may do so, in principle, is by differential translation. We used ribosome profiling to directly monitor translation inE. coliat 30 °C and investigate how this changes after 10-20 minutes of heat shock at 42 °C. Translation is controlled by the interplay of several RNA hybridization processes, which are expected to be temperature sensitive. However, translation efficiencies are robustly maintained after thermal heat shock and after mimicking the heat shock response transcriptional program at 30 °C. Several gene-specific parameters correlated with translation efficiency, including predicted mRNA structure and whether a gene is cotranslationally translocated into the inner membrane. Genome-wide predictions of the temperature dependence of mRNA structure suggest that relatively few genes show a melting transition between 30 °C and 42 °C, consistent with our observations. A linear model with five parameters can predict 33% of the variation in translation efficiency between genes, which may be useful in interpreting transcriptome data.


Sign in / Sign up

Export Citation Format

Share Document