key: cord-0270167-sbjih0nr authors: Bao, Chen; Zhu, Mingyi; Nykonchuk, Inna; Wakabayashi, Hironao; Mathews, David H.; Ermolenko, Dmitri N. title: Specific length and structure rather than high thermodynamic stability enable regulatory mRNA stem-loops to pause translation date: 2021-08-17 journal: bioRxiv DOI: 10.1101/2021.08.16.456581 sha: f1ade1a44ae182414fa0cc16d309e38bb8378539 doc_id: 270167 cord_uid: sbjih0nr Translating ribosomes unwind mRNA secondary structures by three basepairs each elongation cycle. Despite the ribosome helicase, certain mRNA stem-loops stimulate programmed ribosomal frameshift by inhibiting translation elongation. Here, using mutagenesis, biochemical and single-molecule experiments, we examine whether high stability of three basepairs, which are unwound by the translating ribosome, is critical for inducing ribosome pauses. We find that encountering frameshift-inducing mRNA stem-loops from the E. coli dnaX mRNA and the gag-pol transcript of Human Immunodeficiency Virus (HIV) hinders A-site tRNA binding and slows down ribosome translocation by 15-20 folds. By contrast, unwinding of first three basepairs adjacent to the mRNA entry channel slows down the translating ribosome by only 2-3 folds. Rather than high thermodynamic stability, specific length and structure enable regulatory mRNA stem-loops to stall translation by forming inhibitory interactions with the ribosome. Our data provide the basis for rationalizing transcriptome-wide studies of translation and searching for novel regulatory mRNA stem-loops. During translation elongation, the ribosome translocates along mRNA one codon at a time. The narrow mRNA channel of the small ribosomal subunit 1-3 accommodates mRNA only when it is not basepaired. Hence, translation requires unwinding of mRNA secondary structure. Indeed, the translating ribosome has been demonstrated to be an efficient helicase 4,5 that unwinds three basepairs per translocation step. However, it remains unclear to what extent mRNA stem-loops reduce the rate of translation elongation relative to translation along unpaired mRNA. Because mRNAs have a propensity to form intramolecular baseparing interactions and were shown to fold into extensive secondary structures in live cells [6] [7] [8] [9] , elucidating the effects of mRNA stem-loops on translation elongation has important implications for translation regulation. Several published studies vary in their estimates for the magnitude of translation elongation slowdown induced by mRNA secondary structures 5, [10] [11] [12] [13] . For instance, optical tweezer experiments suggested that ribosome translocation through three consecutive GC basepairs is only 2-3-fold slower than translocation along unpaired RNA 10, 12 . Consistent with these data, several transcriptome-wide ribosome profiling analyses performed in yeast and E. coli cells indicated that most of the secondary structure elements within coding regions of mRNA do not produce detectable ribosome pauses or significantly change translational efficiency 14, 15 . In contrast to aforementioned reports demonstrating modest impact of mRNA secondary structure on translation rate, a ribosome profiling study performed in E. coli revealed strong negative correlation between translational efficiency and the presence of extensive intramolecular basepairing interactions in ORFs suggesting that both initiation and elongation phases of protein synthesis can be regulated by mRNA secondary structure 16 . Another study suggested that the effects of mRNA secondary structure on translational efficiency measured by ribosome profiling may be masked by the presence of codons that are decoded by abundant tRNAs in the structured regions of ORFs 17 . These studies suggest that mRNA secondary structure may strongly affect the translation elongation rate. In addition to adjusting the translation elongation rate, certain RNA stem-loop structures were found to induce ribosome stalling that results in accumulation of truncated polypeptides 18 and No-Go mRNA decay 19 . Furthermore, certain mRNA stem-loops and pseudoknots are known to trigger programmed translational pauses 20 -1 PRF requires the presence of two signals in an mRNA: the heptanucleotide slippery sequence NNNWWWN (where N can be any nucleotide and W is either A or U) and a downstream frameshift-inducing hairpin or a pseudoknot called the frameshift stimulating sequence (FSS) 25 . The slippery sequence allows cognate pairing of the P-site and A-site tRNAs in both 0 and -1 frames and thus makes frameshift thermodynamically favorable 26 . A number of previous studies demonstrated that when the slippery sequence is bound in the P and A sites of the ribosome and the FSS is positioned at the entry to mRNA tunnel of the small subunit, the rate of tRNA/mRNA translocation decreases by approximately an order of magnitude 11, [27] [28] [29] [30] [31] . We also recently demonstrated that, when positioned 11-12 nucleotides downstream of the P-site codon, FSSs can transiently escape the ribosome helicase and inhibit A-site tRNA binding by docking into the A site of the small (30S) ribosomal subunit 31 . Hence, the FSS slows down the ribosome through two alternative pathways: inhibiting translocation and A-site tRNA binding. It is commonly assumed that mRNA stem-loops and pseudoknots induce -1 PRF and ribosome pausing due to their high overall thermodynamic stability 21, 32, 33 . However, the translating ribosome unwinds only three basepairs at a time and thus is unable to "sense" the overall thermodynamic stability of mRNA stem-loops or pseudoknots. Consistent with this idea, optical tweezer experiments demonstrated that when GC content remains constant throughout very long stem-loops, the ribosome can unwind dozens basepairs with a seemingly uniform rate 5 . It has also been hypothesized that rather than the total stability of the FSS, high local thermodynamic stability of basepairs positioned at the entrance to the mRNA tunnel of the small subunit that are first unwound by the ribosome explain the FSS-induced ribosome pausing 32, 34, 35 . Here, we investigate to what degree high thermodynamic stability of the three basepairs, which are unwound by the translating ribosome, accounts for translation pausing mediated by frameshift-inducing mRNA stem-loops. We hypothesize that in addition to overall and local thermodynamic stability, other structural properties enable stem-loops to induce ribosome pausing. To test these hypotheses, we examine how sequence and structure perturbations of frameshift-inducing stem-loops affect their ability to slow down translation elongation. We find that unwinding of three basepairs per elongation cycle only moderately affects the rate of translation elongation. By contrast, when encountered by the translating ribosome, frameshift-inducing stem-loops produce an order-of-magnitude longer translational pause. Our results indicate that specific length and the presence of the loop are important for inducing long ribosome pauses. Hence, our findings offer new insights into translational control by mRNA secondary structures and provide rationale for the discovery of previously unknown regulatory secondary structure elements at transcriptome-wide level. We used a combination of smFRET and biochemical assays to investigate properties of frameshift-inducing stem-loops from E. coli dnaX mRNA and the gag-pol transcript of HIV that are important for inducing ribosome pausing and -1 PRF. The dnaX mRNA encodes the τ and γ subunits of DNA polymerase III 36 . The slippery sequence AAAAAAG and a downstream 11 basepair-long FSS mRNA hairpin, which are separated by a five nucleotide-long spacer, program -1 PRF that produces γ subunit with 50-80% efficiency 29, 32, 37 (Fig. 1) . The 12 basepair-long RNA hairpin from HIV in combination with the slippery sequence UUUUUUA, induces -1 PRF with 5-10% efficiency to yield the Gag-Pol polyprotein 34, 36 . mRNAs containing the slippery sequence and HIV FSS undergo frameshifting in bacterial (E. coli) ribosomes in vitro and in vivo at frequencies comparable to those observed for HIV frameshifting in eukaryotic translation systems [38] [39] [40] [41] providing evidence for a common mechanism of frameshifting and ribosomal pausing induced by FSS in bacteria and eukaryotes. Hence, the FSS from HIV can be studied in E. coli system. To probe properties of FSS stem-loops that are essential for inhibiting translocation and Asite tRNA binding, we introduced mutations into the FSS in model mRNAs that were derived from the E. coli dnaX and HIV gag-pol transcripts (Fig. 1 , Supplementary Table 1) 31 . Frameshift changes the spacing between the P-site codon and the FSS and may also partially alleviate ribosome pausing. To delineate the effect of the FSS RNA hairpin on ribosome pausing from frameshifting, slippery codons in sequences derived from HIV and dnaX mRNAs were replaced with "non-slippery" codons as previously described 31, 42, 43 (Fig. 1a) . Mutations in the slippery sequence have been shown to decrease frameshifting efficiency to low or undetectable levels 26, 29, 32, 37, 44 . Each model mRNA contained the Shine-Dalgarno (SD, ribosome-binding site) sequence, a short open reading frame (ORF) and a downstream FSS. In addition, upstream of the SD sequence, each mRNA contained a 25 nucleotide-long sequence complementary to a biotin-conjugated DNA oligonucleotide that is used to tether the mRNA to a microscope slide for smFRET experiments (Figure 1a , Supplementary Table 1 ). The stability of three basepairs of the FSS first unwound by the ribosome has no effect on A-site tRNA binding. We examined the FSS-mediated inhibition of the A site tRNA binding using a filter-binding assay as previously described 31 . Using this approach, we found that when positioned 11 or 12 nucleotides (but not 13 nucleotides) downstream of P-site codon, the FSS from HIV and dnaX strongly hinders binding of aminoacyl(aa)-tRNA to the A site 31 . Here, we measured kinetics of tRNA binding to the A site of ribosomes, which contained P-site N-Ac-Phe-tRNA Phe and were programmed with dnaX or HIV mRNA variants. In these ribosomal complexes, the FSS was positioned 11 nucleotides downstream from the P-site (UUC) codon (Fig. 1a) . Throughout the manuscript, the position of the FSS is described relative to the first nucleotide of the P-site codon. For example, positioning 11 nucleotides downstream of the P-site codon means that the first nucleotide of the P-site codon and the first nucleotide of the FSS are +1 and +12, respectively (Fig. 1a) . The dnaX-or HIV-ribosome complexes were incubated with [ 3 H]Tyr-tRNA Tyr and EF-Tu•GTP (Fig. 2a) . Next, the ribosomes were loaded onto a nitrocellulose filter and unbound kcal/mol, respectively) and because sequences were designed to avoid pairing with the rest of the mRNA ( Supplementary Fig. 1 ). To further destabilize the bottom of the HIV FSS, an additional two G-C basepairs were replaced with less stable A-U pairs to create HIV destabilized II mRNA (Fig. 1b, Supplementary Fig. 1 ). Relative to the wild-type FSS, the stability of the first five FSS basepairs in HIV destabilized II mRNA decreased by 8.6 kcal/mol while overall stability of the FSS remained high (-15.0 kcal/mol). A-site tRNA binding was equally slow (0.2 min -1 ) in the presence of the wild-type, destabilized I and destabilized II HIV FSSs (Fig. 3a) . Likewise, experiments with dnaX mRNAs demonstrated that the destabilization of the bottom three basepairs has no effect on A-site tRNA binding (Fig. 3b) . These results indicate that the stability of basepairs of the FSS that are first unwound by the ribosome does not affect the ability of HIV and dnaX FSS to inhibit A-site tRNA binding. To explore the role of stem length, we truncated the wild-type HIV FSS by deleting the upper six basepairs adjacent to the loop while leaving bottom six basepairs intact (Fig. 1b) . Importantly, the fractions of mRNA molecules forming all basepairs in the truncated stemloop was predicted to be over 99% providing evidence that truncated HIV FSS variant is formed despite the decrease in overall thermodynamic stability from -23.6 kcal/mol (wild-type HIV) to -11.6 kcal/mol. In the HIV mRNA with truncated FSS, the local stability of bottom basepairs first unwound by the ribosome was equal to the stability of these basepairs in the wild-type FSS. When ribosomes were programmed by the HIV truncated FSS mRNA instead of the HIV wild-type FSS mRNA, the pseudo first order rate constant for tRNA binding increased from 0.2 to 0.9 min -1 (Fig. 3a) . This experiment indicates that in contrast to the stability of bottom basepairs, stem-loop length is an important property that appreciably affects the ability of stem-loops to inhibit tRNA binding. To examine the contribution of the stem-loop topology to FSS-induced inhibition of tRNA binding, we truncated the HIV FSS upstream of the loop and annealed a 12-mer RNA oligo to create a "loopless" RNA bimolecular helix, which is identical to the stem of the HIV stem-loop. Likewise, by annealing an RNA oligo to the dnaX mRNA, which was truncated upstream of the FSS loop, the dnaX bimolecular helix similar to the stem of wild-type dnaX FSS was created (Fig. 1c) . The dnaX bimolecular helix is predicted to have two structures in equilibrium with folding free energy changes of is -20.3 kcal/mol and -20. Table 2 ). These assessments predict that at concentrations of mRNAs and RNA oligos used during the ribosome complex assembly, nearly 100% of mRNA molecules form bimolecular helixes. Furthermore, estimated dissociation rates 46 Table 2 ) predict that both HIV and dnaX bimolecular helices remain stable within the duration of our biochemical and single-molecule experiments. When ribosomes were programed with either HIV biomolecular helix or dnaX biomolecular helix mRNA, no inhibition of A-site tRNA binding was observed, i.e. the rate of tRNA binding was too fast to be measured by filter-binding assay, which involves manual mixing of the ribosome and tRNA ( Fig. 3a-b) . Hence, our results show that the presence of a loop in the FSS may be essential for the inhibition of A-site tRNA binding. We next used single-molecule miscroscopy (Fig. 2b) and all aformenetioned mRNA constructs ( Fig. 1) to investigate the properties of HIV and dnaX FSSs, which are important for the inhibition of ribosomal translocation. Following aminoacyl-tRNA binding to the ribosomal A site and peptide-bond formation, the pre-translocation ribosome predominantly adopts the rotated (R) conformation [47] [48] [49] . In this conformation, the small ribosomal subunit (the 30S subunit in bacteria) is rotated by ~9° relative to the large subunit (the 50S subunit) [50] [51] [52] , and two tRNAs adopt the intermediate hybrid states of binding [53] [54] [55] . EF-G-catalyzed mRNA/tRNA translocation on the small subunit is coupled to the reverse rotation of the ribosomal subunits, restoring the nonrotated (NR) conformation in the post-translocation ribosome 47, 49, 56 . Hence, ribosome translocation is accompanied by R to NR transition. To follow R to NR transition, which is coupled to translocation, we measured single-molecule Förster resonance energy transfer (smFRET) between fluorophores attached to the 50S protein bL9 and the 30S protein bS6 31 (Fig. 2b) . The NR and R conformations of the ribosome have been shown to correspond to the 0.6 and 0.4 FRET states of S6-cy5/L9-cy3 FRET pair 47, 48 . The pretranslocation S6-cy5/L9-cy3 labeled ribosomes containing A-site peptidyl-tRNA (N-Ac-Phe-Tyr-tRNA Tyr ) and P-site deacylated tRNA Phe were programed with a FSScontaining mRNA (Fig. 2b) . In these complexes, the FSS was positioned 11 nt downstream of the P-site codon. When the first nucleotide of the P-site codon is defined as +1, the +11 nucleotide is the last mRNA residue bound in the mRNA tunnel of the small subunit 1-3,57 . The first nucleotide of the FSS (+12) is positioned at the tunnel entrance (Fig. 1a) . Consistent with previous reports 48, 58 , when imaged in the absence of EF-G, pretranslocation ribosomes containing deacylated tRNA Phe in the P site spontaniously fluctuate between R and NR conformations at rates of 0.8 s -1 (NR to R, Supplementary Fig. 2a) and 0.5 s -1 (R to NR, Supplementary Fig. 2b) . The R confromation is predominant as 95% of pretranslocation ribosomes spend less than 4 s in the NR confromation ( Supplementary Fig. 2a ). In contrast to these unproductive fluctuations, EF-G-induced translocation fixes the ribosome in the NR state 48 . To distinguish translocation from spontaneous unproductive fluctuations between R and NR conformations, we define EF-G-induced translocation as a transition from R to the stable NR state (i.e. 0.6 FRET state lasting over 4 s). In translocation measurements, at 10 s of imaging, EF-G•GTP was injected into the microscope slide bound with pretranslocation ribosomes (Fig. 2b, Fig. 4 ). The dwell time τtrl(translocation) between the injection and the transition from R (0.4 FRET) to the stable NR (0.6 FRET) ribosomal conformations reflects the translocation rate (Fig. 4) 31 . When the HIV FSS was positioned 11 nucleotides downstream of the P site codon, translocation was so slow that most ribosomes remained in the R state until photobleaching of the acceptor dye. Under our experimental conditions, the rate of photobleaching was 0.03 s -1 (Supplementary Fig. 2c ). To extend the lifetime of the acceptor fluorophore and detect translocation in most ribosomes, the excitation laser was switched off after the EF-G injection and switched back on either 40 or 60 s later (Fig. 4a) . Varying the interval for which the excitation laser was switched off between 40 and 60 s did not significantly affect the distribution of τtrl in ribosome population indicating that the number of ribosomes translocating during the laser shutoff was negligible ( Supplementary Fig. 3a-b) . τtrl measured in ribosomes programmed with the HIV FSS was remarkably long (Fig. 4a) with median value of 73.3 s (Fig. 4b, Fig. 5a, Supplementary Fig. 3a-b) . By contrast, when ribosomes were programmed with HIV mRNA lacking the FSS (HIV DFSS mRNA), median τtrl was 2.8 s indicating that HIV FSS reduces the translocation rate by 25-fold (Fig. 4c-d, Fig. 5a ). Next, we measured translocation kinetics in ribosomes programmed with dnaX mRNA, in which the dnaX FSS was positioned 11 nt downstream of the P-site (UUC) codon (Fig. 1a) . Fig. 5b, Supplementary Fig. 4a ). To examine how the kinetics of translocation depend on the spacing between the P-site codon and the FSS, we made two HIV mRNA variants where the spacer between the P-site (UUC) codon was extended from 11 to 12 or 13 nucleotides (Fig. 1a, Fig. 4 ). Extending the Psite-FSS spacer from 11 to 12 nucleotides decreased median τtrl from 73.3 to 28.6 s (Fig. 4ef ) while lengthening the the P-site-FSS spacer to 13 nucleotides further decreased median τtrl to 16.9 s (Fig. 4g-h) . Hence, extending the P-site-FSS spacer progressively accelerates translocations. Noteworthy, in the experiments with 12 and 13-nucleotide long P-site-FSS spacers, the excitation laser was not switched off at any point (Fig. 4e, g) because translocation rates were much faster than the acceptor photobleaching rate. Assuming that all FSS nucleotides residing outside of the mRNA tunnel are basepaired, extending the P-site-FSS spacer from 11 to 12 or 13 nucleotides is expected to reduce the number of basepairs unwound upon a round of ribosome translocation from 3 to 2 or 1, respectively. Hence, our data may indicate that the number of basepairs unwound by the ribosome determines the extent of translocation pausing induced by the FSS. Alternatively, the short (11 nucleotide) spacer restricts the FSS dynamics and thus entropically stabilizes FSS-ribosome intectaions that inhibit translocation. To investigate how the stability of three lowest basepairs of the FSS that are first unwound by the ribosome affects FSS-mediated inhibition of translocation, we used mutant variants of HIV and dnaX mRNAs (Fig. 1b) . These mRNA variants were also employed in filter-binding experiments described above (Fig. 3) . Destabilization of the three (HIV FSS) or four (dnaX FSS) bottom basepairs of the FSS that are first unwound by the ribosome slightly accelerated translocation as τtrl decreased from 73 s (both wild-type HIV and wild-type dnaX FSSs) to 41.1 s (HIV destabilized FSS I, Fig. 5a, Supplementary Fig. 5a ) and 52.3 s (dnaX destabilized FSS, Fig. 5b, Supplementary Fig. 3 g,h, Supplementary Fig. 4b) , respectively. Reducing the stability of the first five FSS basepairs in HIV destabilized II mRNA led to two-fold acceleration of translocation rate as median τtrl decreased from 73.3 s (wild-type HIV FSS) to 32.1 s (HIV destabilized FSS II) (Fig. 5a, Supplementary Fig. 5b) . When compared to the wild-type FSS HIV mRNA, distributions of τtrl times observed in the presence of destabilized FSS I and II HIV mRNAs were markedly more heterogeneous ( Supplementary Fig. 5a-b) . These data likely indicate that destabilizing mutations introduced into HIV FSS and interactions of mutant FSS variants with the ribosome lead to structural heterogeneity of the stem-loop such as possible fraying of the stem-loop bottom basepairs. Nevertheless, the predominant peaks in τtrl distributions observed with destabilized HIV FSS I and II mRNAs likely correspond to the slowest ribosomes bound with the fully intact FSS (Supplementary Fig. 5a-b) . Taken together, experiments with dnaX and HIV mRNA variants with destabilized bottom basepairs provide evidence that the stability of basepairs, which are first unwound by the translating ribosome, moderately contributes to the inhibition of translocation by the dnaX and HIV FSSs. We next explored how stem length and the presence of the loop affect FSS-induced inhibition of ribosome translocation. In contrast to relatively weak effects of destabilization of bottom basepairs, truncation of the HIV FSS by deleting the upper six basepairs adjacent to the loop while leaving "bottom" six basepairs intact (Fig. 1) , accelerated translocation rate by 7-fold as τtrl decreased from 73 to 11 s (Fig. 5a, Supplementary Fig. 5c ). Importantly, in HIV mRNA with a truncated FSS the local stability of bottom basepairs first unwound by the ribosome was equal to the stability of these basepairs in the wild-type FSS. Furthermore, the overall thermodynamic stability of the truncated HIV FSS (-11.6 kcal/mol) was only slightly lower that the stability of HIV destabilized FSS II (-15 kcal/mol) and dnaX destabilized FSS (-12.9 kcal/mol) (Figure 1b) . Hence, the optimal stem length contributes more to the FSS ability to inhibit translocation than overall and local thermodynamic stabilities of the stem-loop. Swapping the 4 nucleotide-long ACCA loop of HIV FSS with an 8 nucleotide-long ACAGCAGA loop did not change median τtrl (Fig. 5a, Supplementary Fig. 3c-d, Supplementary Fig. 5d) indicating that altering length and sequence of the HIV FSS loop does not affect FSSinduced inhibition of translocation. By contrast, replacing the wild-type HIV and dnaX FSSs with "loopless" bimolecular helices that are identical to stems of HIV and dnaX FSSs (Fig. 1c) similarly accelerated the rate of translocation by ~7 fold (Fig. 5a-b) . Median τtrl decreased from 73 s (both wild-type HIV and dnaX FSSs) to 10.3 s (HIV bimolecular helix, Fig. 5a , Supplementary Fig. 5e ) and 12.7 s (dnaX bimolecular helix, Fig. 5b, Supplementary Fig. 4c ). These results show that the presence of the loop plays an important role in the FSS-induced inhibition of translocation. Next, we tested whether another bimolecular RNA duplex that is not derived from a frameshift-inducing stem-loop has a similar effect on translocation as biomolecular helices derived from HIV and dnaX FSSs. To that end, a 16 nucleotide-long RNA oligo was annealed to an unstructured region of a model mRNA derived from the phage T4 gene 32 mRNA named m291 59 (Fig. 1a) . Importantly, the overall thermodynamic stability of the m291 bimolecular helix (-24.5 kcal/mol) was comparable to the stabilities of biomolecular helixes derived from HIV and dnaX FSSs and was also slightly higher than the stabilities of wild-type HIV and dnaX FSSs (Figure 1c ). ribosomes programed with m291 mRNA containing A-site peptidyl-tRNA (N-Ac-Met-Phe-tRNA Phe ) and P-site deacylated tRNA Met , the RNA oligo was positioned 11 nucleotides downstream of the P-site (AUG) codon (Figure 1a) . When compared to translocation observed in m291 mRNA-programmed ribosomes in the absence of the RNA oligo (Fig. 6a) , the presence of bimolecular helix reduced the rate of translocation by 2 fold (Fig. 6b) . Although HIV, dnaX and m291 biomolecular helixes differed in sequence and stabilities of the three basepairs, which are adjacent to 30S mRNA tunnel and unwound by the ribosome upon translocation, median values of dwell time τtrl measured in the presence of these constructs were similar. Remarkably, when compared to the mRNAs lacking the FSS (m291, HIV ΔFSS and dnaX ΔFSS mRNAs), both truncated FSS and "loopless" bimolecular helix constructs reduced translocation rate ~2-3 fold. These results are consistent with previous optical tweezers experiments demonstrating that translocation through three GC basepairs is only 2-3-fold slower than translocation along a single-stranded codon 10, 12, 13 . Taken together, our data show that unwinding of three basepairs during one round of translocation only moderately slows down the ribosome as evident from experiments with bimolecular helices. Hence, much stronger inhbition of translocation observed in the presence of wild-type HIV and dnaX FSSs are due to their specific structural properies rather than their high thermodynamic stabilities. We find that the total thermodynamic stablity of the FSSs and the local stablity of the basepairs adjacent to the entry of mRNA tunnel moderately influence ribosome pausing. Hence, instead of merely acting as a physical barrier for the translating ribosome, the FSS likely hinder protein synthesis by forming specific interactions with the ribosome. Consistent with this idea, the lack of correlation between total thermodynamic stability of the FSS and the efficiency of frameshifting has been observed in several studies 60, 61 . In addition, while modest stabilization of the bottom basepairs of the HIV FSS has been shown to increase frameshifting efficiency, significant destabilization of the first three basepairs of the HIV FSS has been shown to have no effect on the efficiency of frameshifting 34 . Atkins and colleagues to significantly decrease frameshifting efficiency measured by the bgalactosidase reporter 32 . The apparent discrepancy between that study and our data may be due to differences in model mRNA lengths. In contrast to short model mRNAs used in our experiments, Atkins and colleagues made the FSS-destabilizing mutations in the context of a long dnaX/b-galactosidase reporter mRNA, which was over 3000 nucleotides long. By computation, we find, in fact, that there are competing base pairs in the construct to the dnaX hairpin pairs (Supplementary Fig. 6 ). The competing pairs arise from nucleotides just 3' downstream to the dnaX hairpin and also from nucleotides close to the 3' end of bgalactosidase ORF. It is therefore likely that the mutations designed to destabilize the dnaX hairpin resulted in alternative secondary structures, which complicate the analysis of the data. Our data show that structural properties of the FSS such as stem length and the presence of the loop make significant contribution to FSS-induced long ribosome pauses. Noteworthy, both HIV and dnaX FSSs are 11 basepairs long (Fig. 1b) . The idea that optimal stem length (Fig. 3a) . Hence, the interactions between the FSS loop and the large subunit do not appear to be sequence specific and likely involve RNA phosphate backbone. The interactions also seem to play important roles in stabilizing the FSS in the A site. In addition to inhibiting A-site tRNA binding, the HIV and dnaX FSSs slow down translocation. This likely occurs when mRNA is threaded through the 30S mRNA channel and the FSS interacts with the entry to the mRNA tunnel that is lined by ribosomal protein uS3, uS4 and uS5. Such conformation of the FSS was visualized by cryo-EM reconstructions of the dnaX FSS bound to bacterial ribosome 42 and frameshift-inducing pseudoknot from SARS-CoV-2 RNA genome bound to mammalian ribosome 63 . In the dnaX-ribosome complex, similar to dnaX-ribosomes complex used in our work, the FSS was positioned 11 nucleotides downstream of the P-site codon 42 Our findings have a number of implications for translational regulation at transcriptomewide levels. On the one hand, because unwinding of three basepairs slows down the ribosome only 2-3 times, most elements of secondary structure are not expected to produce long ribosome pauses that are consistent with published ribosome profiling studies 14, 15 . However, variations in the propensity to form basepairing interactions within the ORF may fine-tune the elongation rate and thus, at least to some extent, regulate the translational efficiency 16 . On the other hand, mRNA stem-loops whose specific stem length and loop structure enable them to either dock into the A site to block tRNA binding or to interact with the entry to mRNA channel to hinder translocation can produce extended ribosome pauses. These pauses might be more transient in live cells than the pauses observed in our in vitro experiments because combining the FSS with the non-slippery sequences may exacerbate the FSS-induced inhibition of translation 18, 31 . Furthermore, cellular concentrations of EF-Tu and EF-G might be higher than those used in our experiments. Nevertheless, our experiments provide several lines of evidence that specific mRNA stem-loops inhibit translation much stronger than an mRNA helix in general. Further investigation of structural properties of mRNA stem-loops and pseudoknots important for translation inhibition may inform identification of previously unknown regulatory secondary structure elements within mRNA ORFs that produce programmed ribosome pausing events. The tight couple 70S ribosomes were purified from E. coli MRE600 strain 47 . S6-cy5/L9-cy3 ribosomes were prepared by partial reconstitution of ΔS6-30S and ΔL9-50S subunits with S6-41C-cy5 and L11-11C-cy3 proteins 47, 66 . tRNAs (purchased from Chemical Block) were aminocylated as previously described 53 . Histidine-tagged EF-G and EF-Tu were expressed and purified by standard procedures. Sequences encoding dnaX and HIV mRNA variants (Supplementary table 1 Filter-binding assays were performed using standard procedures 31,69 with minor modifications. Ribosome complexes were assembled and incubated with aminoacyl-tRNA charged with radio-labeled amino acid as described previously 31 . Similar to the smFRET experiments described above, the complexes containing the bimolecular RNA helices were incubated in the presence of 1 μM complementary RNA oligo. The ribosome complexes were applied to a nitrocellulose filter (MiliporeSigma), which was immediately washed with 500 μl (for dnaXribosome complexes) or 800 μl (for HIV-or m291-ribosome complexes) of ice-cold polyamine buffer containing 20 mM Mg 2+ . The 20 mM Mg 2+ concentration was used to stabilize the ribosome complexes under non-equilibrium condition. RNAstructure (version 6.2) was used to prediction the RNA secondary structure and thermodynamic stability of corresponding structures 45 . RNA secondary structure were predicted using maximum expected accuracy 70 from basepair probabilities estimated from a partition function calculation. In these calculations, nucleotides from the beginning of the Shine-Dalgarno sequence to nucleotide +11 downstream of the first nucleotide of the P-site codon and the oligonucleotide tether binding site were forced to be unpaired, mimicking the effect of the bound ribosome and oligonucleotide. The efn2 function is used to calculate the ΔG° of RNA secondary structure based on the predicted structure. For the bimolecular structure prediction, bifold was used 71 . A-site tRNA binding were determined by filter-binding assays. 70S bacterial ribosome (grey) bound with P-site peptidyl-tRNA and mRNA was incubated with aminoacyl-tRNA, which had been charged with tritium-labeled amino acid and complexed with EF-Tu•GTP. (b) The effects of FSS variants on ribosome translocation coupled to intersubunit rotation was studied by smFRET. Cy5 (red hexagram) and cy3 (blue hexagram) fluorophores were attached to the 30S protein S6 and 50S protein L9, respectively. The pretranslocation S6-cy5/L9-cy3labeled ribosome contained deacylated and peptidyl-tRNAs that adoped P/E and A/P hybrid states in the R conformation of the ribosome. EF-G•GTP was delivered to the ribosome by injection. The amino acids bonded with cognate tRNAs are shown in purple and orange. A, P and E sites of the ribosome are indicated by orange, yellow and blue, respectively. Kinetics of EF-Tu-catalyzed [ 3 H]Tyr-tRNA Tyr binding to the A site of the 70S ribosome. The ribosomes contained N-Ac-Phe-tRNA Phe in the P site and were programmed with HIV (a) or dnaX (b) mRNAs, which contained an FSS variant (Figure 1 ) 11 nucleotides downstream of the P-site codon as indicated. The binding of radio-labeled [ 3 H]Tyr-tRNA Tyr to ribosomes programmed with FSS-containing mRNA is shown relative to that observed in ribosomes programmed with corresponding DFSS mRNA. Apparent pseudo first order tRNA binding rates were deduced from single-exponential fitting as shown by the line graphs. The pre-translocation S6-cy5/L9-cy3-labeled ribosomes were programmed with either HIV WT FSS (a, b, e, f, g, h) or HIV ∆FSS (c, d) mRNA. The HIV FSS was positioned either 11 (a, b) , 12 (e, f) or 13 (g, h) nucleotides downstream of the P-site codon, respectively. (a, c, e, g) Representative FRET traces show cy3 donor fluorescence (blue), cy5 acceptor fluorescence (red) and FRET efficiency (orange) fitted by two-state HHM (brown). Arrows show the injection of EF-G•GTP. The EF-G-catalyzed translocation corresponds to the transition from R (0.4 FRET) to a stable (i.e. lasting over 4 s) NR (0.6 FRET) state of the ribosome. (b, d, f, h) Histograms (2 s binning size) show the distributions and median values of represents the dwell time between the injection and the translocation, τtrl. N indicates the number of traces assembled into each histogram. To extend lifetime of the acceptor fluorophore in the experiments with 11 nucleotide spacer mRNA, the excitation laser was turned off after the EF-G injection and switched back on either 40 s (a) or 60 s later. τtrl distribution in (b) was combined from data sets acquired with 40s ( Supplementary Fig. 3a ) and 60 s ( Supplementary Fig. 3b ) laser shut-off times. 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