Ribosome Footprints Research Articles

Ribosomal profiling adds new coding sequences to the proteome.

Next generation sequencing (NGS) has enabled an in-depth look into genes, transcripts and their translation at the genomic scale. The application of NGS sequencing of ribosome footprints (Ribo-Seq) reveals translation with single nucleotide (nt) resolution, through the deep sequencing of ribosome-bound fragments (RBFs). Some results of Ribo-Seq challenge our understanding of the protein-coding potential of the genome. Earlier bioinformatic approaches had shown the presence of hundreds of thousands of putative small ORFs (smORFs) in eukaryotic genomes, but they had been largely ignored due to their large numbers and difficulty in determining their translation and function. Ribo-Seq has revealed that hundreds of putative smORFs within previously assumed long non-coding RNAs (lncRNAs) and UTRs of canonical mRNAs are associated with ribosomes, appearing to be translated. Here we review some of the approaches used to define translation within Ribo-Seq experiments and the challenges in defining translation of these novel smORFs in lncRNAs and UTRs. We also look at some of the bioinformatic and biochemical approaches used to independently corroborate these exciting new findings and elucidate real translation events.

Gene-Specific Translation Regulation Mediated by the Hormone-Signaling Molecule EIN2

The central role of translation in modulating gene activity has long been recognized, yet the systematic exploration of quantitative changes in translation at a genome-wide scale in response to a specific stimulus has only recently become technically feasible. Using the well-characterized signaling pathway of the phytohormone ethylene and plant-optimized genome-wide ribosome footprinting, we have uncovered a molecular mechanism linking this hormone's perception to the activation of a gene-specific translational control mechanism. Characterization of one of the targets of this translation regulatory machinery, the ethylene signaling component EBF2, indicates that the signaling molecule EIN2 and the nonsense-mediated decay proteins UPFs play a central role in this ethylene-induced translational response. Furthermore, the 3'UTR of EBF2 is sufficient to confer translational regulation and required for the proper activation of ethylene responses. These findings represent a mechanistic paradigm of gene-specific regulation of translation in response to a key growth regulator.

Advancing Trypanosoma brucei genome annotation through ribosome profiling and spliced leader mapping

Since the initial publication of the trypanosomatid genomes, curation has been ongoing. Here we make use of existing Trypanosoma brucei ribosome profiling data to provide evidence of ribosome occupancy (and likely translation) of mRNAs from 225 currently unannotated coding sequences (CDSs). A small number of these putative genes correspond to extra copies of previously annotated genes, but 85% are novel. The median size of these novels CDSs is small (81 aa), indicating that past annotation work has excelled at detecting large CDSs. Of the unique CDSs confirmed here, over half have candidate orthologues in other trypanosomatid genomes, most of which were not yet annotated as protein-coding genes. Nonetheless, approximately one-third of the new CDSs were found only in T. brucei subspecies. Using ribosome footprints, RNA-Seq and spliced leader mapping data, we updated previous work to definitively revise the start sites for 414 CDSs as compared to the current gene models. The data pointed to several regions of the genome that had sequence errors that altered coding region boundaries. Finally, we consolidated this data with our previous work to propose elimination of 683 putative genes as protein-coding and arrive at a view of the translatome of slender bloodstream and procyclic culture form T. brucei.

Proteomic LC–MS analysis of Arabidopsis cytosolic ribosomes: Identification of ribosomal protein paralogs and re-annotation of the ribosomal protein genes

Arabidopsis thaliana cytosolic ribosomes are large complexes containing eighty-one distinct ribosomal proteins (r-proteins), four ribosomal RNAs (rRNA) and a plethora of associated (non-ribosomal) proteins. In plants, r-proteins of cytosolic ribosomes are each encoded by two to seven different expressed and similar genes, forming an r-protein family.Distinctions in the r-protein coding sequences of gene family members are a source of variation between ribosomes. We performed proteomic investigation of actively translating cytosolic ribosomes purified using both immunopurification and a classic sucrose cushion centrifugation-based protocol from plants of different developmental stages. Both 1D and 2D LC–MSE with data-independent acquisition as well as conventional data-dependent MS/MS procedures were applied. This approach provided detailed identification of 165 r-protein paralogs with high coverage based on proteotypic peptides. The detected r-proteins were the products of the majority (68%) of the 242 cytosolic r-protein genes encoded by the genome. A total of 70 distinct r-proteins were identified. Based on these results and information from DNA microarray and ribosome footprint profiling studies a re-annotation of Arabidopsis r-proteins and genes is proposed. This compendium of the cytosolic r-protein proteome will serve as a template for future investigations on the dynamic structure and function of plant ribosomes. Biological significanceTranslation is one of the most energy demanding processes in a living cell and is therefore carefully regulated. Translational activity is tightly linked to growth control and growth regulating mechanism. Recently established translational profiling technologies, including the profiling of mRNAs associated with polysomes and the mapping of ribosome footprints on mRNAs, have revealed that the expression of gene expression is often fine-tuned by differential translation of gene transcripts. The eukaryotic ribosome, the hub of these important processes, consists of close to eighty different proteins (depending on species) and four large RNAs assembled into two highly conserved subunits.In plants and to lesser extent in yeast, the r-proteins are encoded by more than one actively transcribed gene. As r-protein gene paralogs frequently do not encode identical proteins and are regulated by growth conditions and development, in vivo ribosomes are heterogeneous in their protein content. The regulatory and physiological importance of this heterogeneity is unknown. Here, an improved annotation of the more than two hundred r-protein genes of Arabidopsis is presented that combines proteomic and advanced mRNA expression data. This proteomic investigation and re-annotation of Arabidopsis ribosomes establish a base for future investigations of translational control in plants.

Simple and inexpensive ribosome profiling analysis of mRNA translation

The development and application of ribosome profiling has markedly advanced our understanding of ribosomes and mRNA translation. The experimental approach, which relies on deep sequencing of ribosome-protected mRNA fragments generated by treatment of polyribosomes with exogenous nucleases, provides a transcriptome-wide assessment of translation. The broad application of ribosome profiling has been slowed by the complexity and expense of the protocol. Here, we provide a simplified ribosome profiling method that uses micrococcal nuclease to generate ribosome footprints in crude cellular extracts, which are then purified simply by size selection via polyacrylamide gel electrophoresis. This simplification removes the laborious or expensive purification of ribosomes that has typically been used. This direct extraction method generates gene-level ribosome profiling data that are similar to a method that includes ribosome purification. This protocol should significantly ease the barrier to entry for research groups interested in employing ribosome profiling.

Abstract B23: The 5 UTR of many oncogenes and transcription factors encodes a targetable dependence on the eIF4A RNA helicase

Abstract We report a mechanism of translational control that is determined by a requirement for eIF4A RNA helicase activity and underlies the anticancer effects of Silvestrol and related compounds. Briefly, activation of cap-dependent translation contributes to T-cell leukemia (T-ALL) development and maintenance. Accordingly, inhibition of translation initiation factor eIF4A with Silvestrol produces powerful therapeutic effects against T-ALL in vivo. We used transcriptome-scale ribosome footprinting on Silvestrol-treated T-ALL cells to identify Silvestrol-sensitive transcripts and the hallmark features of eIF4A-dependent translation. These include a long 5 UTR and a 12-mer sequence motif that encodes a guanine quartet (CGG)4. RNA folding algorithms as well as experimental evidences pinpoint the (CGG)4 motif as a common site of RNA G-quadruplex structures within the 5 UTR. In T-ALL these structures mark approximately eighty highly Silvestrol-sensitive transcripts that include key oncogenes and transcription factors and contribute to the drug's anti-leukemic action. Hence, the eIF4A-dependent translation of G-quadruplex containing transcripts emerges as a gene-specific and therapeutically targetable mechanism of translational control. Citation Format: Kamini Singh, Andrew L. Wolfe, Yi Zhong, Gunnar Rätsch, Hans-Guido Wendel. The 5 UTR of many oncogenes and transcription factors encodes a targetable dependence on the eIF4A RNA helicase. [abstract]. In: Proceedings of the AACR Special Conference: Targeting the PI3K-mTOR Network in Cancer; Sep 14-17, 2014; Philadelphia, PA. Philadelphia (PA): AACR; Mol Cancer Ther 2015;14(7 Suppl):Abstract nr B23.

Genome-wide analysis of translational efficiency reveals distinct but overlapping functions of yeast DEAD-box RNA helicases Ded1 and eIF4A.

DEAD-box RNA helicases eIF4A and Ded1 are believed to promote translation initiation by resolving mRNA secondary structures that impede ribosome attachment at the mRNA 5′ end or subsequent scanning of the 5′ UTR, but whether they perform unique or overlapping functions in vivo is poorly understood. We compared the effects of mutations in Ded1 or eIF4A on global translational efficiencies (TEs) in budding yeast Saccharomyces cerevisiae by ribosome footprint profiling. Despite similar reductions in bulk translation, inactivation of a cold-sensitive Ded1 mutant substantially reduced the TEs of >600 mRNAs, whereas inactivation of a temperature-sensitive eIF4A variant encoded by tif1-A79V (in a strain lacking the ortholog TIF2) yielded <40 similarly impaired mRNAs. The broader requirement for Ded1 did not reflect more pervasive secondary structures at low temperature, as inactivation of temperature-sensitive and cold-sensitive ded1 mutants gave highly correlated results. Interestingly, Ded1-dependent mRNAs exhibit greater than average 5′ UTR length and propensity for secondary structure, implicating Ded1 in scanning through structured 5′ UTRs. Reporter assays confirmed that cap-distal stem–loop insertions increase dependence on Ded1 but not eIF4A for efficient translation. While only a small fraction of mRNAs shows a heightened requirement for eIF4A, dependence on eIF4A is correlated with requirements for Ded1 and 5′ UTR features characteristic of Ded1-dependent mRNAs. Our findings suggest that Ded1 is critically required to promote scanning through secondary structures within 5′ UTRs, and while eIF4A cooperates with Ded1 in this function, it also promotes a step of initiation common to virtually all yeast mRNAs.

Selective mRNA translation in erythropoiesis.

The daily production of up to 1011 erythrocytes is tightly controlled to maintain the number of erythrocytes in peripheral blood between narrow boundaries. Availability of growth factors and nutrients, particularly iron, control the proliferation and survival of precursor cells partly through control of mRNA translation. General translation initiation mechanisms can selectively control translation of transcripts that carry specific structures in the UTRs. This selective mRNA translation is an important layer of gene expression regulation in erythropoiesis. Ribosome profiling is a recently developed high throughput sequencing technique for global mapping of translation initiation sites across the transcriptome. Here we describe what is known about control of mRNA translation in erythropoiesis and how ribosome profiling will help to further our knowledge. Ribosome footprinting will give insight in transcript-specific translation at codon resolution, which is of great value to understand many cellular processes during erythropoiesis. It will be of particular interest to understand responses to iron availability and reactive oxygen species (ROS), which affects translation initiation of transcripts harbouring upstream ORFs (uORF) and potential alternative downstream ORFs (aORF).

Widespread Co-translational RNA Decay Reveals Ribosome Dynamics

It is generally assumed that mRNAs undergoing translation are protected from decay. Here, we show that mRNAs are, in fact, co-translationally degraded. This is a widespread and conserved process affecting most genes, where 5'-3' transcript degradation follows the last translating ribosome, producing an in vivo ribosomal footprint. By sequencing the ends of 5' phosphorylated mRNA degradation intermediates, we obtain a genome-wide drug-free measurement of ribosome dynamics. We identify general translation termination pauses in both normal and stress conditions. In addition, we describe novel codon-specific ribosomal pausing sites in response to oxidative stress that are dependent on the RNase Rny1. Our approach is simple and straightforward and does not require the use of translational inhibitors or in vitro RNA footprinting that can alter ribosome protection patterns.

Ribosome profiling to investigate in vivo molecular mechanisms of immune function (TECH2P.906)

Abstract Genomic analyses of gene expression of immune cells have so far focused on their transcriptional program by quantifying mRNA abundance, measured by microarray or more recently by RNA-seq. The mRNA abundance is often presumed as a proxy of the gene expression, but the correlation between mRNA abundance and protein level, which is the true end point of gene expression, frequently shows lack of sufficient correlation due to the apparent regulation of gene expression at the layer of translation. Here, we present the applications of an emerging technique, Ribosome profiling (Ribo-seq), on primary immune cells derived from various genetic mutant mice developing immune diseases. This directly captured genome-wide maps of protein synthesis (translatome) by allowing quantification of ribosome footprint of each mRNA with high resolution and depth. Side-by-side comparison of transcriptome and translatome in the disease models revealed the signaling pathways that are predominantly regulated in translation levels are prevalent, highlighting the critical roles of translational control in immune function.

Assessing the translational landscape of myogenic differentiation by ribosome profiling.

The formation of skeletal muscles is associated with drastic changes in protein requirements known to be safeguarded by tight control of gene transcription and mRNA processing. The contribution of regulation of mRNA translation during myogenesis has not been studied so far. We monitored translation during myogenic differentiation of C2C12 myoblasts, using a simplified protocol for ribosome footprint profiling. Comparison of ribosome footprints to total RNA showed that gene expression is mostly regulated at the transcriptional level. However, a subset of transcripts, enriched for mRNAs encoding for ribosomal proteins, was regulated at the level of translation. Enrichment was also found for specific pathways known to regulate muscle biology. We developed a dedicated pipeline to identify translation initiation sites (TISs) and discovered 5333 unannotated TISs, providing a catalog of upstream and alternative open reading frames used during myogenesis. We identified 298 transcripts with a significant switch in TIS usage during myogenesis, which was not explained by alternative promoter usage, as profiled by DeepCAGE. Also these transcripts were enriched for ribosomal protein genes. This study demonstrates that differential mRNA translation controls protein expression of specific subsets of genes during myogenesis. Experimental protocols, analytical workflows, tools and data are available through public repositories (http://lumc.github.io/ribosome-profiling-analysis-framework/).

Evolution of gene regulation during transcription and translation.

Understanding how gene regulation evolves is a key area in the current evolutionary field. Gene regulation occurs at various levels. Previous work on the evolution of gene regulation has largely focused on gene transcription. In this study, we used a recently developed ribosomal footprint profiling method to investigate how gene regulation evolves at both the transcription (mRNA abundance) and translation (ribosomal density) levels. By constructing a hybrid between Saccharomyces cerevisiae (Scer) and Saccharomyces bayanus (Sbay), which diverged ∼20 Ma, and quantifying transcriptome and translatome in both parental strains and their hybrid, we showed that translation is much more conserved than transcription, mostly due to the buffering effect of translational regulation for the transcriptional divergence. More conservation in translation than transcription is also confirmed by the inheritance mode of transcription and translation between two species. Furthermore, cis and trans effects are widely involved in changes at both transcription and translation levels. Finally, our results showed that genes with certain functions and sequence features might employ specific modes for evolution at these two critical levels of gene regulation. Our results demonstrated that it is essential to investigate the evolution of gene regulation at various levels from different genetic backgrounds to obtain a complete picture of its evolutionary modes in nature.

Ribosome A and P sites revealed by length analysis of ribosome profiling data.

The high-throughput sequencing of nuclease-protected mRNA fragments bound to ribosomes, a technique known as ribosome profiling, quantifies the relative frequencies with which different regions of transcripts are translated. This technique has revealed novel translation initiation sites with unprecedented scope and has furthered investigations into the connections between codon biases and translation rates. Yet the location of the codon being decoded in ribosome footprints is still unknown, and has been complicated by the recent observation of footprints with non-canonical lengths. Here we show how taking into account the variations in ribosome footprint lengths can reveal the ribosome aminoacyl (A) and peptidyl (P) site locations. These location assignments are in agreement with the proposed mechanisms for various ribosome pauses and further enhance the resolution of the profiling data. We also show that GC-rich motifs at the 5′ ends of footprints are found in yeast, calling into question the anti-Shine-Dalgarno effect's role in ribosome pausing.

Ribosome profiling: a tool for quantitative evaluation of dynamics in mRNA translation.

Translational regulation is important for plant growth, metabolism, and acclimation to environmental challenges. Ribosome profiling involves the nuclease digestion of mRNAs associated with ribosomes and mapping of the generated ribosome-protected footprints to transcripts. This is useful for investigation of translational regulation. Here we present a detailed method to generate, purify, and high-throughput-sequence ribosome footprints from Arabidopsis thaliana using two different isolation methods, namely, conventional differential centrifugation and the translating ribosome affinity purification (TRAP) technology. These methodologies provide researchers with an opportunity to quantitatively assess with high-resolution the translational activity of individual mRNAs by determination of the position and number of ribosomes in the corresponding mRNA. The results can provide insights into the translation of upstream open reading frames, alternatively spliced transcripts, short open reading frames, and other aspects of translation.

RiboSeqDB – a repository of selected human and mouse ribosome footprint and RNA-seq data

Motivation : At present time, there are many different data sets obtained as the results of ribosome profiling and RNA-seq experiments worldwide. Those data sets, mainly, are collected at public databases like Gene Expression Omnibus (GEO) and Short Read Archive (SRA) that are rather huge and some inconveniences with navigation and search exist there. So, for our work dedicated to analysis of different aspects of genome information realization like preference of different transcription starts, influence of different nucleotide motifs on translation efficacy in human and mouse we looked through and selected a range of datasets on common cell lines. Selected datasets will be stored with the results of our calculations on translation efficacy performed during the project using a BioUML platform. Results : For storage and analysis of the selected from different sources datasets, a RiboSeqDB database was created. Currently, our database comprising 290 data samples of 21 datasets for human and mouse is being further developed acquiring new features and possibilities for users in navigation, data processing and analysis.

Ribosome Profiling Uncovers the Role of uORFs in Translational Control of Gene Expression during Erythroblast Differentiation

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. DisclosuresNo relevant conflicts of interest to declare.

Ribosome Profiling Reveals Pervasive Translation Outside of Annotated Protein-Coding Genes

Ribosome profiling suggests that ribosomes occupy many regions of the transcriptome thought to be noncoding, including 5' UTRs and long noncoding RNAs (lncRNAs). Apparent ribosome footprints outside of protein-coding regions raise the possibility of artifacts unrelated to translation, particularly when they occupy multiple, overlapping open reading frames (ORFs). Here, we show hallmarks of translation in these footprints: copurification with the large ribosomal subunit, response to drugs targeting elongation, trinucleotide periodicity, and initiation at early AUGs. We develop a metric for distinguishing between 80S footprints and nonribosomal sources using footprint size distributions, which validates the vast majority of footprints outside of coding regions. We present evidence for polypeptide production beyond annotated genes, including the induction of immune responses following human cytomegalovirus (HCMV) infection. Translation is pervasive on cytosolic transcripts outside of conserved reading frames, and direct detection of this expanded universe of translated products enables efforts at understanding how cells manage and exploit its consequences.

De novo translation initiation on membrane-bound ribosomes as a mechanism for localization of cytosolic protein mRNAs to the endoplasmic reticulum.

The specialized protein synthesis functions of the cytosol and endoplasmic reticulum compartments are conferred by the signal recognition particle (SRP) pathway, which directs the cotranslational trafficking of signal sequence-encoding mRNAs from the cytosol to the endoplasmic reticulum (ER). Although subcellular mRNA distributions largely mirror the binary pattern predicted by the SRP pathway model, studies in mammalian cells, yeast, and Drosophila have also demonstrated that cytosolic protein-encoding mRNAs are broadly represented on ER-bound ribosomes. A mechanism for such noncanonical mRNA localization remains, however, to be identified. Here, we examine the hypothesis that de novo translation initiation on ER-bound ribosomes serves as a mechanism for localizing cytosolic protein-encoding mRNAs to the ER. As a test of this hypothesis, we performed single molecule RNA fluorescence in situ hybridization studies of subcellular mRNA distributions and report that a substantial fraction of mRNAs encoding the cytosolic protein GAPDH resides in close proximity to the ER. Consistent with these data, analyses of subcellular mRNA and ribosome distributions in multiple cell lines demonstrated that cytosolic protein mRNA-ribosome distributions were strongly correlated, whereas signal sequence-encoding mRNA-ribosome distributions were divergent. Ribosome footprinting studies of ER-bound polysomes revealed a substantial initiation codon read density enrichment for cytosolic protein-encoding mRNAs. We also demonstrate that eukaryotic initiation factor 2α is bound to the ER via a salt-sensitive, ribosome-independent mechanism. Combined, these data support ER-localized translation initiation as a mechanism for mRNA recruitment to the ER.

Quantitative analysis of mammalian translation initiation sites by FACS-seq.

An approach combining fluorescence-activated cell sorting and high-throughput DNA sequencing (FACS-seq) was employed to determine the efficiency of start codon recognition for all possible translation initiation sites (TIS) utilizing AUG start codons. Using FACS-seq, we measured translation from a genetic reporter library representing all 65,536 possible TIS sequences spanning the −6 to +5 positions. We found that the motif RYMRMVAUGGC enhanced start codon recognition and translation efficiency. However, dinucleotide interactions, which cannot be conveyed by a single motif, were also important for modeling TIS efficiency. Our dataset combined with modeling allowed us to predict genome-wide translation initiation efficiency for all mRNA transcripts. Additionally, we screened somatic TIS mutations associated with tumorigenesis to identify candidate driver mutations consistent with known tumor expression patterns. Finally, we implemented a quantitative leaky scanning model to predict alternative initiation sites that produce truncated protein isoforms and compared predictions with ribosome footprint profiling data. The comprehensive analysis of the TIS sequence space enables quantitative predictions of translation initiation based on genome sequence.

RNA G-quadruplexes cause eIF4A-dependent oncogene translation in cancer.

The translational control of oncoprotein expression is implicated in many cancers. Here we report an eIF4A/DDX2 RNA helicase-dependent mechanism of translational control that contributes to oncogenesis and underlies the anticancer effects of Silvestrol and related compounds. For example, eIF4A promotes T-ALL development in vivo and is required for leukaemia maintenance. Accordingly, inhibition of eIF4A with Silvestrol has powerful therapeutic effects in vitro and in vivo. We use transcriptome-scale ribosome footprinting to identify the hallmarks of eIF4A-dependent transcripts. These include 5′UTR sequences such as the 12-mer guanine quartet (CGG)4 motif that can form RNA G-quadruplex structures. Notably, among the most eIF4A-dependent and Silvestrol-sensitive transcripts are a number of oncogenes, super-enhancer associated transcription factors, and epigenetic regulators. Hence, the 5′UTRs of selected cancer genes harbour a targetable requirement for the eIF4A RNA helicase.