Abstract
Current gene silencing tools based on RNA interference (RNAi) or, more recently, clustered regularly interspaced short palindromic repeats (CRISPR)‒Cas13 systems have critical drawbacks, such as off-target effects (RNAi) or collateral mRNA cleavage (CRISPR‒Cas13). Thus, a more specific method of gene knockdown is needed. Here, we develop CRISPRδ, an approach for translational silencing, harnessing catalytically inactive Cas13 proteins (dCas13). Owing to its tight association with mRNA, dCas13 serves as a physical roadblock for scanning ribosomes during translation initiation and does not affect mRNA stability. Guide RNAs covering the start codon lead to the highest efficacy regardless of the translation initiation mechanism: cap-dependent, internal ribosome entry site (IRES)-dependent, or repeat-associated non-AUG (RAN) translation. Strikingly, genome-wide ribosome profiling reveals the ultrahigh gene silencing specificity of CRISPRδ. Moreover, the fusion of a translational repressor to dCas13 further improves the performance. Our method provides a framework for translational repression-based gene silencing in eukaryotes.
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Introduction
Since the discovery of RNA interference (RNAi)1, posttranscriptional gene knockdown has been a common strategy for biological research and has shown therapeutic promise2. Although the small RNAs used for RNAi possess 21–22 nucleotide (nt)-long sequences, their target specificity relies mainly on the complementarity of 2–8-nt-long sequences at the 5′ end3. Thus, RNAi has the potential to silence off-target genes4,5,6. Moreover, due to the use of a double-stranded RNA duplex as a precursor of small interfering RNA (siRNA), the induction of an interferon response may be another issue7,8,9,10. Therefore, a method with higher accuracy and specificity has long been desired.
Recently, repurposing of the clustered regularly interspaced short palindromic repeats (CRISPR)-Cas system, a natural bacterial defense system against infecting viruses and plasmids, has allowed more specific RNA targeting. Cas13, a single type VI protein effector (class 2), associates with a guide RNA (gRNA) containing a 20–30-nt-long spacer region with a direct repeat (DR) hairpin that anchors Cas13 proteins11,12,13,14,15,16. Hybridization of the spacer region to the target RNA activates Cas13 as an RNase16,17,18,19. The near-perfect complementarity between the spacer region and the target mRNA required for Cas13 activation is the basis of the superior specificity of this system compared to that of RNAi17,18,19,20,21,22. Cas13 gRNAs do not require the protospacer adjacent motif (PAM), which is necessary for Cas9 gRNAs, and have minimal restriction of the protospacer flanking sequence in human cells17,18,19,23,24,25, allowing flexibility in the design. Although the primary substrate of Cas13 should be the target RNA that is directly bound, Cas13 also degrades neighboring RNA species indiscriminately due to the solvent exposure of two catalytic higher eukaryotes and prokaryotes nucleotide-binding (HEPN) domains11,12,13,14,15,16. This RNase activity toward bystander RNA species (collateral activity) endows the immune system with Cas1323,26. Earlier reports suggested that this collateral activity is limited in eukaryotic cells17,18,19; indeed, subsequent application of this system for targeted knockdown aligned with these goals20,22,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46. However, later studies have raised concerns that bystander RNA cleavage is unleashed in a wide variety of cells and leads to cytotoxicity21,47,48,49,50,51,52,53,54,55,56,57, therefore posing an obstacle to the use of Cas13 for transcript-specific knockdown.
However, after the conversion of the catalytic residues to generate an inactive protein, Cas13 still serves as a platform to target RNA with high specificity. The tight (dissociation constant Kd of 5–40 nM)23,24,58,59,60 and specific association of catalytically inert Cas13 (dead Cas13 or dCas13) can be harnessed to impede RNA-binding protein association to control alternative splicing19,61 and to track RNA mobility by GFP fusion17,35,62,63,64 and by fluorophore-labeled gRNAs65. When fused to various effector proteins, dCas13 has also been used to induce A-to-I and C-to-U editing18,52,66,67,68,69,70,71,72, m6A installation/removal73,74,75, and proximity protein labeling on the defined mRNA76,77. This expanding toolkit paves the way for the spatiotemporal manipulation of target RNAs.
Here, we employed dCas13 to repress translation initiation in mammalian cells for accurate gene silencing. With the use of an RNase-inactive mutant, we reasoned that our system could circumvent the collateral activity of Cas13 in the transcriptome. Indeed, genome-wide ribosome profiling revealed the high specificity of our system for suppressing protein synthesis from the target mRNA. Tiling of the gRNAs along the target mRNA revealed the steric hindrance effect of dCas13 on the preinitiation complex during the scanning process and/or a stable association at the AUG start codon, ensuring the optimal design of the gRNAs (~23-nt length and start codon coverage). Our system applied not only to standard cap-dependent translation but also to internal ribosome entry site (IRES)-mediated and repeat-associated non-AUG (RAN) translation. Moreover, the fusion of the translational suppressor, eukaryotic translation initiation factor (eIF) 4E homologous protein (4EHP), further enhanced the silencing efficacy. Our method, termed CRISPRδ [delta (δ): DEpLetion of Translation by blockAde], provides a useful framework for a tool to implement precise repression of protein expression.
Results
dCas13 represses translation initiation of target transcripts
We hypothesized that the tight binding of Cas13 to an mRNA may abrogate the movement of ribosomes. Given the diversity of Cas13 family proteins78,79, we aimed to survey their potential for translational repression (Fig. 1a). Considering their extensive applications in RNA biology18,19,52,62,63,64,67,68,69,70,72,73,75,76,77, we generated catalytically inactive (dCas13) proteins corresponding to four selected Cas13 proteins: Leptotrichia wadei Cas13a (LwaCas13a and dLwaCas13a), Prevotella sp. P5-125 Cas13b (PspCas13b and dPspCas13b), Porphyromonas gulae Cas13b (PguCas13b and dPguCas13b), and Ruminococcus flavefaciens XPD3002 Cas13d (RfxCas13d and dRfxCas13d). As subcellular localization has been reported to affect Cas13 performance17,18,57,73,80, we expressed each of those Cas13 variants with a nuclear export signal (NES) or nuclear localization signal (NLS). NLS tagging of Cas13 variants may be advantageous for complex formation with transcribed gRNA before degradation, while NES tagging should be more reasonable for inhibiting translation, which occurs in the cytoplasm.
To evaluate the potential of dCas13 to repress translation in mammalian cells, we used a dual-reporter construct in human embryonic kidney (HEK) 293 cells. We transiently transfected a DNA plasmid encoding Renilla luciferase (Rluc) and firefly luciferase (Fluc), which are expressed as two different transcripts, and drove translation through a canonical cap-dependent mechanism (Supplementary Fig. 1a). This setup allows one luciferase to act as a direct target for dCas13, whereas the other luciferase serves as an internal control. For each dCas13 protein, we designed a gRNA with a 30-nt spacer targeting the start codon of Rluc (Fig. 1b and Supplementary Fig. 1b). Transient coexpression of the Cas13/dCas13 protein, the respective gRNA, and the dual reporter allowed us to monitor the efficacy of gene expression repression.
The dCas13 effector reduced Rluc expression (Fig. 1c). The impacts of dCas13 expression were generally correlated with those of the wild-type (WT) variants but were weaker (Fig. 1c). Notably, RfxCas13d required the NLS to be more functional (Fig. 1c). Since, among the constructs tested, dPspCas13b fused to NES (dPspCas13b-NES) showed the most robust effect, we focused mainly on this variant for subsequent assays (Fig. 1c). We note that Cas13 variants exhibited differential expression levels (Supplementary Fig. 1c). Although NES-tagged RfxCas13d was the most inefficient for gene silencing (Fig. 1c), the expression of this protein was not the lowest (Supplementary Fig. 1c). In contrast, NES-tagged dPspCas13b was the most inefficiently expressed protein (Supplementary Fig. 1c) but exhibited the greatest repression of gene expression (Fig. 1c). Thus, protein expression explained the efficiency of the target expression reduction only partially.
While WT PspCas13b reduced Rluc mRNA levels, dPspCas13-induced Rluc repression was not associated with target RNA degradation (Fig. 1d); hence, this repression was considered to stem from the net reduction in translation. Importantly, translational repression was only induced when both the gRNA and dPspCas13 were expressed simultaneously (Supplementary Fig. 1d, e).
Given that dCas13 recruited to the start codon may physically obstruct the scanning 40S ribosome to impede translation initiation, we investigated the ability of dCas13 for inhibiting the elongating 80 S ribosome. Testing of gRNAs targeting various positions along the reporter transcript (Fig. 1e) revealed that dPspCas13-NES targeting the open reading frame (ORF) (gRNA ORF #1, ORF#2, and stop codon) led to weaker translational repression (Fig. 1f). We also observed similar trends when dPspCas13b-NLS and dRfxCas13d-NLS were used for identical target sequences (Supplementary Fig. 1f, g). Notably, the defects in dCas13-mediated translational repression by the ORF-targeting gRNAs were not attributed to the inactivity of the gRNAs, since they exhibited robust knockdown capacity in the presence of WT Cas13 (Fig. 1f and Supplementary Fig. 1f, g). These data indicated that dCas13 may not pose a strong enough blockade to halt the highly processive 80S ribosome, which can displace RNA-binding proteins from mRNAs81.
Considering the 40S scanning mechanism, we reasoned that, in addition to gRNAs covering the start codon, those targeting the 5′ untranslated region (UTR) may also induce translational repression. Thus, we designed gRNAs complementary to different positions in the 5′ UTR of the reporter (Fig. 1g). Although reporter assays revealed variation in the repressive capacity of dCas13 for the sequences targeted by the tested gRNAs (Fig. 1h), we observed translational repression for those gRNAs targeting the 5′ UTR. However, the gRNA targeting the start codon ensured the highest efficiency of translational repression. Experiments with dRfxCas13d-NLS led to conclusions similar to those reached for dPspCas13b-NES (Supplementary Fig. 1h). Therefore, we further optimized the gRNA context of the start codon in the dCas13-induced translational repression system.
Construction of an optimal gRNA for translational repression
Given that gRNAs may have differential efficacy of target cleavage18,24,80,82,83, we conducted a systematic survey to identify a gRNA design effective for translational inhibition. We tested the minimal length of the spacer region. Since the DR of the gRNA for PspCas13b is located at the 3′ end (Supplementary Fig. 1b), we retained the 3′ part of the spacer region and trimmed this region from the 5′ end (Fig. 2a). For example, gRNAs with short spacer regions containing 16 or 17 nt had diminished translational repression potency, and 19- to 25-nt-long spacers provided the most efficient translational silencing (Fig. 2b and Supplementary Fig. 2a).
Since AUG masking served as a valid strategy, we sought to determine whether the position of the anti-start codon within the spacer region affects the translational repression capacity of dCas13. For this purpose, we tiled 30-nt-long gRNAs along the start codon of Rluc (Fig. 2c). Although we observed translational repression of Rluc with all the gRNAs tested, central placement of the anti-start codon (e.g., gRNA AUG9 and gRNA AUG17) in the spacer had a positive effect on translational repression (Fig. 2d and Supplementary Fig. 2b). A similar design principle was applied to other dCas13 variants (dPspCas13b-NLS and dRfxCas13d-NLS) (Supplementary Fig. 2c–f) and gRNAs targeting Fluc (Supplementary Fig. 2g, h).
Generally, the repression potential of dPspCas13b-NES across the tested gRNAs scaled with that of the WT counterpart (Fig. 2e), indicating that the efficacy of translational repression relies on the accessibility of the complex to the mRNA, as is the case for WT Cas1380,82,83. However, the gRNAs with short spacers (19-25 nt) and those masking the AUG start codon in the center of the spacer (positions 9 and 17) exhibited an advantage in translational repression (Fig. 2e).
This translational repression strategy by dPspCas13b was effective not only in the adherent cells (HEK293 cells) used in the experiments above but also in suspension cells (HeLa S3 suspension, Supplementary Fig. 2i) and primary culture cells [mouse embryonic fibroblasts (MEFs), Supplementary Fig. 2j].
Considering these observations, we termed our method of dCas13-mediated translational silencing CRISPRδ.
The high specificity of CRISPRδ
Given that WT Cas13 shows collateral RNase activity in mammalian cells21,47,48,49,50,51,52,53,54,55,56,57, we investigated the specificity of CRISPRδ. For this purpose, we performed ribosome profiling, a technique for deep sequencing of ribosome-protected RNA fragments generated by RNase treatment84,85, and RNA-Seq of the same samples. We applied this approach in a strain of HEK293 cells expressing enhanced GFP (EGFP) from a stable genomic integrant, with transient expression of Cas13 proteins and gRNAs. Here, we designed gRNA to target EGFP (Fig. 3a) in accordance with the configuration of the effective gRNA in the luciferase-based assay (Fig. 2). Since the stochastic expression of Cas13 proteins in cells (Supplementary Fig. 3a, b) hampers quantitative analysis, we sorted cells by flow cytometry to ensure the expression of mCherry-tagged Cas13 in the cells. Indeed, we observed that the cells with higher expression of mCherry-tagged Cas13 (WT or catalytically dead) had more potent repression of EGFP (Supplementary Fig. 3a, c).
Combined fluorescence-activated cell sorting (FACS) and ribosome profiling/RNA-Seq were performed to evaluate the effects of the Cas13 variants on gene expression in a genome-wide manner (Fig. 3b). The hallmarks of the read features, such as the peak footprint lengths of 29-30 nt and 21-22 nt (Supplementary Fig. 3d)86,87 and the 3-nt periodicity along the ORF (Supplementary Fig. 3e), validated the quality of the ribosome profiling in the cells collected by FACS. As reported in earlier studies21,47,48,49,50,51,52,53,54,55,56,57, the collateral activity of WT PspCas13b-NES induced changes in the expression of nontarget mRNAs (987 upregulated transcripts and 1498 downregulated transcripts), in addition to the intended reduction in EGFP expression (Fig. 3c left). In contrast, dPspCas13b-NES did not lead to any transcriptomic changes (including EGFP mRNA) (Fig. 3d left). However, in terms of translation efficiency—that is, the over- or underrepresentation of ribosome footprints with respect to the changes in RNA abundance—dPspCas13b-NES suppressed EGFP expression (Fig. 3d right). Importantly, this suppression was highly specific for this gRNA-targeted transcript; we found no significant alterations in mRNA expression across the transcriptome (Fig. 3d right).
Notably, even WT PspCas13b-NES may induce translational alterations in the target EGFP transcript and other transcripts (Fig. 3c right). Translational repression of EGFP probably occurs because the recruitment of the WT variant also results in steric hindrance of scanning ribosomes before transcript degradation. In addition, ribotoxic stress88,89 due to partial cleavage of ribosomal RNA (rRNA) by WT Cas1355 may elicit changes in the translation of nontarget mRNAs. Again, we did not find that dPspCas13b-NES exerted such a nonspecific effect on translation (Fig. 3d right).
As a result of WT PspCas13b- and dPspCas13b-mediated gene silencing, we also observed a reduction in EGFP protein by Western blotting as well (Fig. 3e and Supplementary Fig. 3f).
Taken together, these data led us to conclude that the CRISPRδ method can be used for translational repression with ultrahigh specificity.
CRISPRδ represses cap-independent translation
Although most mRNAs utilize the cap-dependent process to initiate translation in eukaryotic cells90, a subset of mRNAs exploit cap-independent mechanisms such as internal ribosome entry site (IRES)-mediated translation91,92. To explore the ability of CRISPRδ to repress IRES-mediated protein synthesis, we used an Rluc reporter fused to the hepatitis C virus (HCV) IRES93,94 (Supplementary Fig. 4a), which directly recruits the 40S ribosome to the AUG codon and bypasses the cap-binding protein eIF4E, scaffold protein eIF4G, and RNA-binding protein eIF4A. Indeed, treatment with hippuristanol, an eIF4A inhibitor95,96, confirmed that our reporter was translated independently of the protein (Supplementary Fig. 4b).
dPspCas13b-NES repressed translation driven by the HCV IRES (Figs. 4a, b). This effect was specific for the gRNA targeting the AUG codon of the HCV IRES. The downstream AUG codon, which was initially used as the start codon of Rluc (Fig. 4a), could not serve as a valid target (Fig. 4b), corroborating the idea that dCas13 is not potent for blocking translation elongation.
We also used another IRES from the intergenic region (IGR) of the cricket paralysis virus (CrPV) (Fig. 4c and Supplementary Fig. 4c)97,98, which does not require any translational initiation factors. In contrast to the results of DNA transfection for reporter expression in the experiments above, we introduced in vitro synthesized mRNA with an A cap (Supplementary Fig. 4c), which suppressed cap-dependent translation, into cells. The nanoluciferase (Nluc)-based reporter was ensured to be driven by eIF4A-independent mechanisms (Supplementary Fig. 4d). dPspCas13b-NES inhibited CrPV-mediated translation (Fig. 4d), even though the uncanonical GCU start codon was used in this context.
Although the secondary structure of IRES and the interacting factors may ultimately affect the efficiency, CRISPRδ serves as a useful tool to suppress cap-independent translation.
Translational silencing of pathogenic RAN translation from ALS- and FTD-linked C9orf72
Given the potency of our method for translation repression, we next tested its ability to suppress pathological translation. A hexanucleotide (GGGGCC) repeat expansion in an intronic region of chromosome 9 open reading frame 72 (C9orf72) is the most frequent cause of frontotemporal dementia (FTD) and amyotrophic lateral sclerosis (ALS)99,100. One potential mechanism by which this mutation can cause disease is that the expanded GGGGCC repeat tract becomes a substrate for an unconventional form of translation called repeat-associated non-AUG (RAN) translation101. RAN translation drives protein synthesis from multiple reading frames in GGGGCC repeats, producing dipeptide repeat proteins (DPRs) that contain repeats such as Gly-Arg (GR), Gly-Ala (GA), and Gly-Pro (GP). RAN translation from the antisense transcript possessing GGCCCC repeats also generates DPRs with Pro-Arg (PR), Pro-Ala (PA), and Gly-Pro (GP) repeats. These DPRs are prone to aggregation and accumulate in the brain and spinal cord of patients harboring C9orf72 mutations102,103,104,105. Thus, silencing RAN translation could be a powerful therapeutic approach for FTD/ALS as well as other neurodegenerative diseases in which RAN translation plays a role (i.e., Huntington’s disease, ataxia, and others)106.
We applied CRISPRδ to a RAN translation reporter system harboring 66 C9orf72 GGGGCC repeats107. We fused the GGGGCC repeats to the short HiBiT tag in three different frames to monitor poly(GR), poly(GA), and poly(GP) translation (Fig. 5a). The introduction of this construct did not influence cell viability due to the low expression of these genes under our conditions (Supplementary Fig. 5a). We designed gRNAs specific for the reported CUG subcognate start codon (gRNA start codon) for poly(GA)108,109,110,111,112,113,114 and the upstream 5′ UTR (gRNA 5′ UTR #1 and 5′ UTR #2) (Fig. 5a). Although the translation start sites for poly(GR) and poly(GP) have not been well defined108,109,110,111,112,113,114, these gRNAs repressed translation from all three DPR frames (Fig. 5b–d and Supplementary Fig. 5b).
Because G-quadruplex structures formed by GGGGCC repeats have been demonstrated to impact RAN translation110,115, we investigated the effect of direct dCas13 recruitment to GGGGCC repeats. We tested other sets of gRNAs with perfect complementarity to single loci at the edges of GGGGCC repeats (gRNA Unique #1 to #7) and that targeted multiple sites within GGGGCC repeats (gRNA Multiple #1 to #6) (Fig. 5a). Some of these gRNAs reduced the expression of DPRs (Fig. 5b–d and Supplementary Fig. 5c–d). This effect might be caused by modulation of the G-quadruplex by dCas13, similar to what occurs for other RNA-binding proteins115. Another possibility is that dCas13 may mask translation initiation sites hidden in GGGGCC repeats, such as those for poly(GR) and poly(GP). Alternatively, dCas13 may be able to impede slow ribosome traversal on DPR ORFs114,116, even though dCas13 cannot serve as a strong physical obstacle to translation elongation (Figs. 1f, 4b).
We note that since some gRNAs may increase DPR synthesis (Fig. 5b–d and Supplementary Fig. 5c, d), careful design and selection of gRNAs should be important (e.g., gRNA Unique #3, #5, and #7 should be avoided). This opposite effect may be the outcome of the complicated effects of DPRs on global translation108,117 and mRNA stability118. Related to this, we observed that, in addition to WT PspCas13b, dPspCas13b also induced a reduction of target mRNAs (Supplementary Fig. 5e). Within the set of conditions examined (Figs. 1d, 3d and Supplementary Fig. 6c, f), this phenomenon was the sole exception. Since DPRs synthesized from C9orf72 GGGGCC repeats suppress RNA exosome activity and stabilize transcripts118, dCas13-mediated translational repression may lead to activation of the mRNA decay pathway and destabilization of reporter mRNAs.
Together, these data provide evidence that CRISPRδ can be harnessed to suppress pathogenic protein synthesis independent of template RNA degradation and raise the possibility of employing CRISPRδ as a therapeutic strategy for nucleotide-repeat diseases such as C9orf72 FTD/ALS.
Enhanced CRISPRδ system
Despite the high specificity of CRISPRδ with dCas13, the efficacy of this approach was modest compared to that of WT Cas13. Whereas WT Cas13 can catalytically degrade target mRNAs in multiple rounds of reactions, dCas13 is required to associate with the target mRNA for a long enough duration to suppress translation and thus needs to be stoichiometrically abundant. To enhance the effect of dCas13 on translational repression, we tested multiple gRNAs targeting a single mRNA; two different gRNAs were used to increase the duration of dCas13-mRNA association (Supplementary Fig. 6a). This strategy enabled further downregulation of target mRNA translation by gRNAs (Supplementary Fig. 6a), which originally showed modest translational repression activity.
We also tested the fusion of a translational repressor to dCas13. This option has been successfully used to boost dCas9-mediated transcriptional repression via CRISPR interference (CRISPRi)119,120,121,122. Considering the steric hindrance effect of dCas13 on scanning 40S ribosomes, another mechanism of translational repression by the fused protein may further benefit translational repression (Fig. 6a). Here, we tested several translational suppressor proteins, including programmed cell death 4 (PDCD4)123,124,125,126, eIF4E-transporter protein (4E-T)127,128,129, eIF6130,131, 14-3-3σ132, poly(A)-binding protein-interacting protein 2 (PAIP2)133,134,135,136,137,138, Pelota (PELO)139,140,141,142,143, and 4EHP144,145,146,147,148,149,150, on dPspCas13b-NES, which targets the start codon of the reporter, and found that 4EHP had the most significant effects (Supplementary Fig. 6b). The recruitment of 4EHP-fused dPspCas13b-NES not only to the start codon but also to the 5′ UTR outperformed that of the nonfused variant (Fig. 6b). Moreover, this fusion system allowed the inhibition of protein synthesis with a gRNA targeting the 3′ UTR, which originally could not impact translation with non-fused dCas13 (Figs. 1f, 6b). Similar artificial tethering of 4EHP to the 3′ UTR (e.g., BoxB hairpin RNA/λN tag and MS2 stem‒loop/MS2 binding protein) was reported to induce translational repression147,150. dCas13 serves as a scaffold for tethering translational repressors to defined regions of specific mRNAs. 4EHP-enhanced translational repression by dCas13 was not associated with mRNA instability (Supplementary Fig. 6c). We noted that the enhanced translational repression with 4EHP fusion was attributed to neither the global translation change, as measured by newly synthesized proteins labeled with O-propargyl-puromycin (OP-puro) (Supplementary Fig. 6d), nor to cell viability alteration (Supplementary Fig. 6e).
CRISPRδ silences endogenous mRNA translation
To test the potency of the enhanced CRISPRδ system, we applied it to endogenous cellular mRNAs. Here, we designed three gRNAs targeting the CD46 start codon (Fig. 6c) for the PspCas13b variants and measured the abundance of the CD46 protein on the cell surface via flow cytometry. Again, we focused on the subpopulation of HEK293 cells in which mCherry-tagged PspCas13b expression was ensured. In addition to WT PspCas13b-NES (Fig. 6d), dPspCas13b-NES suppressed CD46 protein expression (Fig. 6e). The efficacy was further augmented by 4EHP fusion (Fig. 6f, g, gRNA CD46 #1).
Moreover, we also applied CRISPRδ to another endogenous gene, ANXA4, a calcium/phospholipid-binding protein, and detected translational repression via immunohistochemistry (Supplementary Fig. 6g–i). Overall, the results of the present study confirmed the potency of CRISPRδ for accessing genes at intermediate to high expression levels (Supplementary Fig. 6j).
Taken together, these data established CRISPRδ as a potent and highly specific tool for gene silencing through translational repression, independent of RNA degradation.
Discussion
To overcome the collateral activity and toxicity stemming from the use of Cas13 as a gene silencing tool21,47,48,49,50,51,52,53,54,55,56,57, the use of engineered Cas13 proteins57, the controlled expression of the Cas13 protein54, and the use of Cas13 variants with lower collateral activity52 have been proposed. Despite the promising results, these approaches cannot completely prevent RNase activity toward bystander RNA species. In contrast, the CRISPRδ system presented in this study does not rely on RNA degradation and thus allows for a reduction in gene expression without the risk of induced collateral activity. Instead, CRISPRδ harnesses the high specificity of targeting by the dCas13-gRNA complex and the tight interaction of this complex with the target, resulting in steric hindrance of scanning ribosomes. This approach may be a sensitive means for general translational control since similar mechanisms are employed by natural translational regulators151,152.
Recent reports have suggested that dCas13 could be a useful tool for modulating translation. In bacteria, targeting the Shine‒Dalgarno (SD) sequence upstream of the start codon with dLwaCas13a or dRfxCas13d prevents hybridization of the anti-SD sequence in 16S rRNA and results in translational repression in vitro153 and in vivo154. The mechanism of inhibition in the bacterial studies and this work differed due to the different principles of translation initiation in prokaryotes (internal recruitment of the small ribosome subunit via the SD/anti-SD interaction) and eukaryotes (scanning by the preinitiation complex)90. However, all these works share the strategy of targeting a process before the formation of elongating ribosomes. Although those earlier studies lacked genome-wide investigations, this strategy may also have high specificity for gene silencing in bacteria, as highlighted in this work. In addition to inducing translational repression, the dCas13 approach may activate protein synthesis. Targeting IF3-fused dRfxCas13d to the 5′ UTR may augment translation in bacteria154. In mammals, conjugation of the SINEB2 repeat element, which activates protein synthesis from hybridized mRNA155, to the gRNA of dRfxCa13d enhances translation156. In further studies, the applications of dCas13 will be expanded to translational control in a wide range of biological contexts across diverse organisms.
We expect translational repression mediated by CRISPRδ to have several advantages over preexisting methods. A wide array of studies have reported small but functional micropeptides encoded by long noncoding RNAs157,158, which were originally expected to contain no protein-coding regions. Moreover, mRNAs have been reported to have protein coding-independent functions159,160,161. Thus, our method, which suppresses protein synthesis but leaves the target RNA intact, may be useful for delineating the roles of the RNA in protein production or other roles. Moreover, CRISPRδ is expected to circumvent the effects of the genetic compensation mechanism elicited by gene knockout by nonsense mutation162,163, allowing straightforward interpretation of the gene expression–phenotype interaction. CRISPRδ represents a valuable step toward the development of a toolbox for reliable gene silencing and a distinct clarification of gene function.
The relatively modest gene silencing is one of the caveats of the current CRISPRδ approach. Compared to RNAi-mediated knockdown, the efficiency and specificity of these methods are now in trade-offs: RNAi, high efficiency but moderate specificity; CRISPRδ, high specificity but moderate efficiency. Given that the stoichiometric abundance of the gRNA-Cas13 complex over target mRNAs is key for CRISPRδ, improving the low and stochastic expression of dCas13 proteins (Supplementary Figs. 1c, 3b) should be a promising avenue for increasing the efficiency of gene expression repression. Alternatively, direct introduction of an in vitro-assembled complex of recombinant dCas13 and gRNA to cells may be another approach, as described in earlier studies34,43,45,62,64.
Although we focused mainly on NES-tagged dCas13 as a steric hindrance for scanning ribosomes in this study, NLS-tagged dCas13 may have extended the rationales for translational repression. We observed that ORF-targeting dPspCas13 with an NLS may have weak potential for translation repression (Supplementary Fig. 1f), as if nuclear-enriched dCas13 (Supplementary Fig. 1i) may partially sequester the target mRNA into the nucleus and reduce accessibility to the translation machinery in the cytoplasm. Thus, NLS-tagged dPspCas13 may have dual functions in translational repression: steric hindrance for scanning by a fraction leaked in the cytoplasm and physical sequestration by a fraction enriched in the nucleus. Further study is required for the expansion of the CRISPRδ application and improvement of its performance.
Methods
Ethical statement
All animal care and experiments complied with the guidelines for animal experiments of the University of Tokyo and were approved by the animal research committee of the University of Tokyo.
Cell cultures
The human embryonic kidney (HEK) 293 [American Type Culture Collection (ATCC), CRL-1573, female] line was cultured in high-glucose DMEM supplemented with GlutaMAX (Thermo Fisher Scientific) and 10% fetal bovine serum (FBS; Sigma–Aldrich) at 37 °C with 5% CO2. Cell cultures were routinely tested for contamination with Mycoplasma spp. (e-Myco VALiD Mycoplasma PCR Detection Kit, iNtRON Biotechnology).
To establish a stable cell line expressing EGFP, HEK293 Flp-In T-REx cells (Thermo Fisher Scientific, R78007) were transfected with pcDNA5/FRT/TO-GFP (see below) and pOG44 (Thermo Fisher Scientific) using X-tremeGENE9 (Roche) and cultured in the presence of blasticidin S (InvivoGen) and hygromycin B (InvivoGen).
The human HeLa S3 (provided by RIKEN BioResource Research Center through the National Bio-Resource Project of the MEXT/AMED, Japan, RCB019, female) line was cultured in DMEM/Ham’s F-12 (nacalai tesque) and 10% FBS (Sigma–Aldrich) on a shaker (EYELA) at 37 °C with 5% CO2.
Mouse embryonic fibroblasts (MEFs) were isolated from E13 CD-1 mice (ICR, RRID:IMSR_CRL:22, Sankyo Labo Service Corporation). Embryos of either sex were eviscerated in HBSS and collected in a 50-ml tube. Small pieces of tissue were digested with 0.25% trypsin-EDTA (Fujifilm Wako Pure Chemical Corporation) for 20 min at 37 °C and plated for culture. MEFs were cultured in DMEM (Thermo Fisher Scientific) supplemented with 10% FBS, 1% GlutaMAX, and 1% penicillin‒streptomycin (Thermo Fisher Scientific).
Construction of pXR-LwaCas13a-NLS, LwaCas13a-NES, dLwaCas13a-NLS, and dLwaCas13a-NES
The DNA fragment encoding dLwaCas13a was PCR-amplified using pC035-dLwaCas13a-msfGFP (a gift from Feng Zhang; Addgene plasmid #91925; RRID: Addgene_91925)17 as a template and inserted into pXR002: EF1a-dCasRx-2A-EGFP (a gift from Patrick Hsu; Addgene plasmid #109050; RRID: Addgene_109050)19 between the C-terminal and N-terminal NLSs in the plasmid. To generate the plasmid that contained the NES, the DNA fragment encoding dLwaCas13a fused to a C-terminal NES sequence was PCR–amplified and inserted into pXR002: EF1a-dCasRx-2A-EGFP, eliminating the NLSs. To convert dLwaCas13a to the catalytically active WT LwaCas13a, the A474R, and A1046R substitutions were generated by site-directed mutagenesis.
Construction of pXR-PguCas13-NLS, PguCas13-NES, dPguCas13-NLS, and dPguCas13-NES
The DNA fragment encoding PguCas13b was PCR-amplified, using pC0045-EF1a-PguCas13b-NES-HIV (a gift from Feng Zhang; Addgene plasmid #103861; RRID: Addgene_103861)18 as a template and inserted into pXR002: EF1a-dCasRx-2A-EGFP19 between the C-terminal and N-terminal NLSs in the plasmid. To generate the plasmid that contained the NES, the DNA fragment encoding PguCas13b fused to a C-terminal NES sequence was PCR-amplified and inserted into pXR002: EF1a-dCasRx-2A-EGFP, eliminating the NLSs. To convert PguCas13b to catalytically inactive dPguCas13b mutant, the H151A and H1121A substitutions were generated by site-directed mutagenesis.
Construction of pXR-RfxCas13d-NLS, RfxCas13d-NES, dRfxCas13d-NLS, and dRfxCas13d-NES
pXR-dRfxCas13d-NLS was reported in the earlier study (originally named pXR002: EF1a-dCasRx-2A-EGFP)19. To generate the plasmid that contained the NES, the DNA fragment encoding dRfxCas13d fused to a C-terminal NES sequence was PCR-amplified and inserted into pXR002: EF1a-dCasRx-2A-EGFP, eliminating the NLSs. To convert dRfxCas13d to catalytically active WT RfxCas13d, the A239R, A244H, A858R, and A863H substitutions were generated by site-directed mutagenesis.
Construction of pXR-PspCas13b-NLS, PspCas13b-NES, dPspCas13b-NLS, and dPspCas13b-NES
The DNA fragment encoding dPspCas13b was PCR-amplified, using pC0049-EF1a-dPSPCas13b-NES-HIV, H133A/H1058A (a gift from Feng Zhang; Addgene plasmid #103865; RRID: Addgene_103865)18 as a template and inserted into pXR002: EF1a-dCasRx-2A-EGFP19 between the C-terminal and N-terminal NLSs in the plasmid. To generate the plasmid that contained the NES, the DNA fragment encoding dPspCas13b fused to a C-terminal NES sequence was PCR-amplified and inserted into pXR002: EF1a-dCasRx-2A-EGFP, eliminating the NLSs. To convert dPspCas13b to catalytically active WT PspCas13b, the A133H and A1058H substitutions were generated by site-directed mutagenesis.
Construction of pXR-dPspCas13b-PDCD4-NES, 4E-T-NES, eIF6-NES, 14-3-3σ-NES, PAIP2-NES, PELO-NES, and 4EHP-NES
The DNA fragments encoding the translational repressor proteins (PDCD4, 4E-T, eIF6, 14-3-3σ, PAIP2, PELO, or 4EHP) were synthesized (Eurofins Genomics), used as templates for PCR amplification, and fused to an XTEN10 linker164,165. The amplified fragments were then inserted between the dPspCas13b and NES sequences in pXR-dPspCas13b-NES.
Construction of pCAGEN-PspCas13b-NES-mCherry, dPspCas13b-NES-mCherry, and PspCas13b-4EHP-NES-mCherry
The DNA fragments encoding PspCas13b-NES, dPspCas13b-NES, and dPspCas13b-4EHP-NES were PCR-amplified, using pXR-PspCas13b-NES, pXR-dPspCas13b-NES, and pXR-dPspCas13b-4EHP-NES, respectively, as templates and inserted into the pCAGEN vector (a gift from Dr. Yukihide Tomari at The University of Tokyo)166, along with a PCR-amplified DNA fragment encoding mCherry.
Construction of pXR-dPspCas13b-NLS-mCherry and pXR-dPspCas13b-NES-mCherry
To construct the pXR-dPspCas13b-NLS-mCherry plasmid, a PCR-amplified DNA fragment encoding mCherry was inserted into the pXR-dPspCas13b-NLS plasmid at the C-terminus of dPspCas13b-NLS. To construct the pXR-dPspCas13b-NES-mCherry plasmid, a PCR-amplified DNA fragment encoding mCherry was inserted into the pXR-dPspCas13b-NES plasmid at the C-terminus of dPspCas13b-NES.
Construction of gRNA-expression plasmids
To construct the gRNA-expressing plasmids, the DR corresponding to each Cas13 ortholog, along with the respective spacer sequence, was inserted into the pC016-LwCas13a guide expression backbone with the U6 promoter (a gift from Feng Zhang; Addgene plasmid #91906; RRID: Addgene_91906). The gRNA expression plasmids used are listed in Supplementary Data 1.
Construction of psiCHECK2-PTGES3
psiCHECK2-PTGES3, which contains the Rluc ORF fused to the PTGES3 5′ UTR, was a kind gift from Dr. Nicholas T. Ingolia at University of California, Berkeley152.
Construction of pCDNA5/FRT/TO-GFP
The PCR-amplified fragment encoding EGFP was inserted between the Hind III and BamH I sites in pcDNA5/FRT/TO (Thermo Fisher Scientific, V6520-20).
Construction of psiCHECK2-HCV IRES
The psiCHECK2-HCV IRES, which contains the Rluc ORF fused to the HCV IRES, was a kind gift from Dr. Nicholas T. Ingolia at University of California, Berkeley152.
Construction of psiCHECK2-CrPV IRES-Nluc
The PCR-amplified DNA fragments encoding the CrPV IGR IRES and Nluc [using the pNL1.1 vector (Promega) as a template] were inserted into psiCHECK2 (Promega).
Construction of pAG3-(GGGGCC)66-HiBiT-GR frame, GA frame, and GP frame
A DNA fragment encoding the HiBiT tag (Promega) was inserted downstream of the (GGGGCC)66 repeat in the plasmid pAG3-(GGGGCC)66107 [used as a poly(GR) frame construct], which was a kind gift from Dr. Leonard Petrucelli at the Mayo Clinic Jacksonville and Dr. Aaron D. Gitler at Stanford University. A single A nucleotide or AA dinucleotide was inserted upstream of the HiBiT tag to generate the GA frame and GP frame constructs.
Construction of pAG3-empty
The DNA fragment encoding the (GGGGCC)66 repeat was removed from the pAG3-(GGGGCC)66 plasmid.
Rluc and Fluc dual assay
Approximately 1 × 105 HEK293 cells were seeded in flat-bottom 24-well plates (Thermo Fisher Scientific or FALCON) and incubated overnight. For MEFs, 2.5 × 104 cells were seeded in 0.1% gelatin-coated flat-bottom 24-well plates (Thermo Fisher Scientific) and incubated overnight. The following day, the cells were cotransfected with the Cas13 variant-expressing plasmid (HEK293 cell, pXR series, 150 ng; MEFs, pCAGEN series, 150 ng), the gRNA-expressing plasmid (pC016 series, 300 ng), and the luciferase reporter plasmid (psiCHECK2-PTGES3, 5 ng; psiCHECK2-HCV IRES, 10 ng) using Lipofectamine 3000 (Thermo Fisher Scientific) according to the manufacturer’s instructions. To assess the effects of sole gRNA and sole protein, the gRNA-expressing plasmid and the Cas13 variant-expressing plasmid were omitted. Forty-eight hours posttransfection, the cells were lysed with 100 μl of Passive Lysis Buffer (Promega). Then, 10 μl of lysate from each well was transferred to a 96-well flat-bottom white assay plate (Corning), and luminescence was measured by the Dual-Luciferase Reporter Assay System (Promega) and GloMax Navigator System (Promega).
For the HeLa S3 suspension cells, ~3 × 106 HeLa S3 cells were seeded in Erlenmeyer flasks (Corning) in 15 ml of DMEM/Ham’s F-12 (nacalai tesque) supplemented with 10% FBS (Sigma–Aldrich) and incubated overnight on a shaker (EYELA). The following day, the cells were cotransfected with the Cas13 variant-expressing plasmid (pCAGEN series, 4.5 μg), the gRNA-expressing plasmid (pC016 series, 9 μg), and the luciferase reporter plasmid (psiCHECK2-PTGES3, 150 ng) using Lipofectamine 2000 (Thermo Fisher Scientific) according to the manufacturer’s instructions. Forty-eight hours posttransfection, the cells were collected by centrifugation at 800 × g for 3 min. The cells were washed with PBS (nacalai tesque) and centrifuged at 800 × g for 3 min. The supernatant was removed, and the cells were lysed with 300 μl of Passive Lysis Buffer (Promega). Then, 10 μl of lysate was analyzed as described above.
For confirmation of IRES-mediated translation initiation, 10 ng of psiCHECK2-PTGES3 or psiCHECK2-HCV IRES was used. Hippuristanol (1 μM with 0.1% DMSO as a stock solvent) (a gift from Dr. Junichi Tanaka at the University of the Ryukyus) or DMSO (0.1%) was added to the cells 10 h before lysis.
Nluc assay
The template DNA fragments for in vitro transcription were PCR-amplified using psiCHECK-CrPV IRES-NLuc with primers (5′-TAATACGACTCACTATAGG-3′ and 5′-CACACAAAAAACCAACACACAG-3′). The A-capped reporter RNA was transcribed with a T7-Scribe Standard RNA IVT Kit (CELLSCRIPT) in the presence of 6 mM G(5′)ppp(5′)A RNA Cap Structure Analog (Jena Bioscience), 7.5 mM ATP, 7.5 mM CTP, 7.5 mM UTP, and 1.5 mM GTP. Then, the mRNA was polyadenylated with an A-Plus Poly(A) Polymerase Tailing Kit (CELLSCRIPT).
Approximately 1 × 105 HEK293 cells were seeded in flat-bottom 24-well plates (Thermo Fisher Scientific) and incubated overnight. The following day, the cells were cotransfected with the Cas13 variant-expressing plasmid (pCAGEN-dPspCas13b-NES-mCherry, 150 ng) and the gRNA-expressing plasmid (pC016 series, 300 ng) using Lipofectamine 3000. Forty-eight hours posttransfection, the cells were transfected with the reporter mRNA (50 ng) using the TransIT-mRNA Transfection Kit (Mirus). After incubating for 16 h, the cell lysis was performed as described above. Luciferase activity was measured by the Nano-Glo Luciferase Assay System (Promega) and GloMax Navigator System (Promega).
For preparation of the m7G-capped mRNA, the DNA fragments were PCR-amplified from psiCHECK-CrPV IRES-NLuc with primers (5′-TAATACGACTCACTATAGGCCATGGAAGACGCCAAAAACATAAA-3′ and 5′-CACACAAAAAACCAACACACAG-3′). The reporter RNA was transcribed, capped, and polyadenylated using T7-Scribe Standard RNA IVT Kit (CELLSCRIPT), ScriptCap m7G Capping System (CELLSCRIPT), ScriptCap 2′-O-Methyltransferase Kit (CELLSCRIPT), and A-Plus Poly(A) Polymerase Tailing Kit (CELLSCRIPT). The cells were transfected with 50 ng of mRNAs and treated with hippuristanol (1 μM with 1.0% DMSO as a stock solvent) or DMSO (1.0%) at 12 h before lysis.
HiBiT assay
Approximately 1 × 105 HEK293 cells were seeded in flat-bottom 24-well plates (Thermo Fisher Scientific) and incubated overnight. The following day, the cells were cotransfected with the Cas13 variant-expressing plasmid (pCAGEN series, 150 ng), the gRNA-expressing plasmid (pC016 series, 300 ng), and the HiBiT reporter plasmid [pAG3-(GGGGCC)66-HiBiT-GR frame and GP frame, 400 ng; pAG3-(GGGGCC)66-HiBiT-GA frame, 75 ng] using TransIT-293 (Mirus) according to the manufacturer’s instructions. Forty-eight hours posttransfection, 400 μl of the medium was removed from each well, and 100 μl of HiBiT Lytic Reagent (Nano Glo HiBiT Lytic Detection System, Promega) was added to the remaining 100 μl of the medium. After incubating for 10 min on an orbital shaker, the total lysate was transferred to a 96-well flat-bottom white microplate (Greiner Bio-One or Corning), and luminescence was measured by the GloMax Navigator System (Promega).
Data analysis of luciferase assays
The average of the background luminescence signals (Rluc, Fluc, Nluc, and HiBiT) from triplicate wells of nontransfected cells was subtracted from the luminescence values of the experimental wells. The luminescence values were normalized to the average of the corresponding triplicate control wells.
Labeling of nascent peptides by O-propargyl-puromycin (OP-puro)
Approximately 1 × 105 HEK293 cells were seeded in flat-bottom 24-well plates (Thermo Fisher Scientific) and incubated overnight. The following day, the cells were cotransfected with the Cas13 variant-expressing plasmid (pXR series, 150 ng), the gRNA-expressing plasmid (pC016-gPsp-Control, 300 ng), and the luciferase reporter plasmid (psiCHECK2-PTGES3, 5 ng) using Lipofectamine 3000 according to the manufacturer’s instructions. Forty-eight hours posttransfection, the cells were treated with 20 μM OP-puro (Jene Bioscience) for 30 min at 37 °C with 5% CO2, washed with PBS, lysed in OP-puro lysis buffer (20 mM Tris-HCl pH 7.5, 150 mM NaCl, 5 mM MgCl2, and 1% Triton X-100), and then clarified via centrifugation at 20,000 × g for 10 min at 4 °C. The lysates were incubated with 1 μM IRDye800CW Azide (LI-COR Bioscience) for 30 min at 25 °C using a Click-it cell reaction kit (Thermo Fisher Scientific) according to the manufacturer’s instructions and subsequently subjected to SDS‒PAGE. Images from the gels were acquired and quantified using an ODYSSEY CLx (LI-COR Biosciences). Total protein staining was subsequently performed on the gels using GelCode Blue Safe Protein Stain (Thermo Fisher Scientific). The proteins were quantified using an ODYSSEY CLx (LI-COR Biosciences) and used for the normalization of OP-puro-labeled nascent protein signals.
RT‒qPCR
Approximately 4 × 105 cells were seeded in flat-bottom six-well plates (Thermo Fisher Scientific) and incubated overnight. The following day, the cells were cotransfected with the Cas13 variant-expressing plasmid (pXR series, 600 ng), the gRNA-expressing plasmid (pC016 series, 1200 ng), and the luciferase reporter plasmid (psiCHECK2-PTGES3, 20 ng) using Lipofectamine 3000 (Thermo Fisher Scientific) according to the manufacturer’s instructions. RNA was harvested 48 h posttransfection using TRIzol reagent (Thermo Fisher Scientific) and a Direct-zol RNA MicroPrep Kit (Zymo Research) according to the manufacturer’s instructions. Then, the RNA was treated with DNase (TURBO DNA-free Kit, Thermo Fisher Scientific), purified with RNAClean XP beads (Beckman Coulter), and reverse-transcribed using ReverTra Ace qPCR RT Master Mix (TOYOBO). qPCR was performed on a thermal cycler (TaKaRa or Bio-Rad) using TB Green Premix Ex TaqTM II (TaKaRa) or iTaq Universal SYBR Green Supermix (Bio-Rad) with the following primers: Rluc, 5′-TCGTCCATGCTGAGAGTGTC-3′ and 5′-CTAACCTCGCCCTTCTCCTT-3′; Fluc, 5′-TTCGCTAAGAGCACCCTGAT-3′ and 5′-GTAATCAGAATGGCGCTGGT-3′; CD46, 5′-GGGATCCCCCAGTTCCAAAG-3′ and 5′-GCACTGGACGCTGGAGATTT-3′; HiBiT, 5′-TAACCAGAAGAAAACAAGGAGGGA-3′ and 5′-TCAGGAGTCGCGCGC-3′; and β-Actin, 5′-AGAGCTACGAGCTGCCTGAC-3′ and 5′-AGCACTGTGTTGGCGTACAG-3′.
Western blot
Anti-HA (Roche, 3F10, 11867423001, 1:1000), anti-GFP (Cell Signaling Technology, 2956, 1:1000), and anti-β-Actin (LI-COR Biosciences, 926-42212, 1:1000) were used as primary antibodies. As secondary antibodies, anti-rat IgG IRDye 800CW (LI-COR Biosciences, 926-32219, 1:10,000), anti-mouse IgG IRDye 680CW (LI-COR Biosciences, 926-68070, 1:10,000), anti-mouse IgG IRDye 800CW (LI-COR Biosciences, 925-32210, 1:10,000), and anti-rabbit IgG IRDye680CW (LI-COR Biosciences, 925-68071, 1:10,000) were used. Images were acquired with an Odyssey CLx (LI-COR Biosciences) and Image Studio (LI-COR Biosciences, version 5.2). Antibodies were validated by the manufacturers.
Microscopic analysis
HEK293 cells were seeded onto poly-D-lysine-coated dishes (35-mm glass bottom, MatTek) and incubated overnight. The following day, the cells were cotransfected with the Cas13 variant-expressing plasmid (pXR-dPspCas13b-NLS-mCherry or pXR-dPspCas13b-NES-mCherry, 300 ng), the gRNA-expressing plasmid (pC016 series, 600 ng), and the luciferase reporter plasmid (psiCHECK2-PTGES3, 10 ng) using TransIT-293 (Mirus) according to the manufacturer’s instructions. The cells were incubated with 0.5 µg/ml Hoechst 33342 (nacalai tesque) for 15 min and observed under an LSM 710 (Carl Zeiss) confocal microscope with an Objective Plan-Apochromat 63×/1.4 Oil DIC M27 (Carl Zeiss).
FACS for assessment of EGFP expression
Approximately 4 × 106 HEK293 Flp-In T-Rex cells with EGFP integrants were seeded in 15-cm dishes (Thermo Fisher Scientific) and incubated overnight. The following day, the cells were cotransfected with the Cas13 variant-expressing plasmid (pCAGEN-PspCas13b-NES-mCherry or pCAGEN-dPspCas13b-NES-mCherry, 8 μg) and the gRNA-expressing plasmid (pC016-gPsp-Control or pC016-gPsp-EGFP start codon, 12 μg) using TransIT-293 (Mirus) according to the manufacturer’s instructions. The cells were then incubated for 48 h prior to FACS. To induce EGFP expression, the cells were treated with tetracycline (1 μg/ml) for 24 h prior to FACS.
The cells were washed with PBS (nacalai tesque) and trypsinized (Thermo Fisher Scientific). Then, the cells were resuspended in high-glucose DMEM supplemented with GlutaMAX (Thermo Fisher Scientific) and 10% FBS (Sigma–Aldrich) and centrifuged at 800 × g for 3 min. After the supernatant was removed, the cells were washed with PBS and centrifuged again at 800 × g for 3 min. The cell pellet was resuspended in 1.5 ml of PBS. After passing through a 35-μm mesh filter (FALCON), the cells were analyzed via a FACSAria II Special Order system (BD) with FACSDiva ver. 6.1.3 software (BD) to measure EGFP and mCherry expression. The data from 1 × 104 cells were used for analysis. The gating strategy can be found in Supplementary Fig. 7.
FACS for assessment of CD46 expression
Approximately 4 × 105 HEK293 cells were seeded in flat-bottom 6-well plates (Thermo Fisher Scientific) and incubated overnight. The following day, the cells were cotransfected with the Cas13 variant-expressing plasmid (pCAGEN-PspCas13b-NES-mCherry, pCAGEN-dPspCas13b-NES-mCherry, or pCAGEN-dPspCas13b-4EHP-NES-mCherry, 800 ng) and the gRNA-expressing plasmid (pC016-gPsp-Control, pC016-gPsp-CD46 #1, pC016-gPsp-CD46 #2, or pC016-gPsp-CD46 #3, 1200 ng) using TransIT 293 (Mirus) according to the manufacturer’s instructions. The cells were then incubated for 48 h prior to FACS.
The cells were washed with PBS (nacalai tesque) and trypsinized (Thermo Fisher Scientific). Then, the cells were resuspended in high-glucose DMEM supplemented with GlutaMAX (Thermo Fisher Scientific) and 10% FBS (Sigma–Aldrich) and centrifuged at 800 × g for 3 min. After the supernatant was removed, the cells were washed with FACS Buffer [2% FBS and 0.1% NaN3 (nacalai tesque) in PBS (nacalai tesque)] and centrifuged at 800 × g for 3 min. The cells were resuspended in 10 μl of FACS Buffer and incubated with 1 μl of allophycocyanin (APC)-conjugated anti-CD46 antibody (BioLegend, clone TRA-2–10, 352405, validated by the manufacturer) for 30 min at 4 °C with rotation. Then, the cells were washed twice with FACS Buffer and resuspended in 1 ml of FACS Buffer. After passing through a 35-μm mesh filter (FALCON), the cells were analyzed via a FACSAria II Special Order system (BD) with FACSDiva 8.0.2 software (BD) to measure APC signals and mCherry expression. The background signal for mCherry was measured in cells not transfected with an mCherry-fused Cas13 variant expression plasmid and used for the identification of mCherry-positive cells (a value of 103 or higher). The gating strategy can be found in Supplementary Fig. 7.
FACS for assessment of ANXA4 expression
Approximately 4 × 106 HEK293 cells were seeded in 10-cm dishes (Thermo Fisher Scientific) and incubated overnight. The following day, the cells were cotransfected with the Cas13 variant-expressing plasmid (pCAGEN-dPspCas13b-NES-mCherry, 4 μg) and the gRNA-expressing plasmid (pC016-gPsp-Control or pC016-gPsp-ANXA4#1, 6 μg) using TransIT 293 (Mirus) according to the manufacturer’s instructions. The cells were then incubated for 48 h prior to FACS.
The cells were washed with PBS (nacalai tesque) and trypsinized (Thermo Fisher Scientific). Then, the cells were resuspended in high-glucose DMEM supplemented with GlutaMAX (Thermo Fisher Scientific) and 10% FBS (Sigma–Aldrich) and centrifuged at 300 × g for 3 min. After the supernatant was removed, the cells were washed with PBS (nacalai tesque). For fixation, the cells were treated with 4% PFA (nacalai tesque) and incubated for 15 min on ice. The cells were then centrifuged at 300 × g for 3 min, after which the supernatant was removed. For permeabilization, the cells were incubated with 0.1% (v/v) Triton X-100 in PBS for 5 min at room temperature. The cells were resuspended in 10 μl of Intercept (TBS) Blocking Buffer (LI-COR) with 1 μl of anti-ANXA4 antibody (Abcam, ab153883, validated by the manufacturer) for 30 min at 4 °C with rotation. Following centrifugation at 1000 × g for 3 min, the cells were resuspended in 10 μl of Intercept (TBS) Blocking Buffer with anti-rabbit Alexa Fluor 488 secondary antibody (Thermo Fisher Scientific, SA5-10323, 1:1000, validated by the manufacturer) and incubated for 1 h at 4 °C with rotation. Then, the cells were washed twice with PBS and resuspended in 500 μl of PBS. After passing through a 35-μm mesh filter (FALCON), the cells were analyzed via a FACSAria II Special Order system (BD) with FACSDiva 8.0.2 software (BD) to measure Venus-A signals and mCherry expression. The background signal for mCherry was measured in cells not transfected with an mCherry-fused Cas13 variant expression plasmid and used for the identification of mCherry-positive cells (a value of 102 or higher). The gating strategy can be found in Supplementary Fig. 7.
The specificity of the anti-ANXA4 antibody used for immunohistochemistry was further validated by siRNA-mediated knockdown (Dharmacon, L-010742-00-0005).
Library preparation of ribosome profiling and RNA-Seq
The preparatin of ribosome profiling library followed the method reported previously167 with modifications. Cell seeding, transfection, and sorting were performed as described in the “FACS for assessment of EGFP expression”. Cycloheximide (100 μg/ml, Sigma–Aldrich) was added to PBS, trypsin solution, and DMEM to halt ribosome movement along mRNAs in the harvested cells. Then, the cells were subjected to FACS as described in the “FACS for assessment of EGFP expression”. Based on the result of cells without mCherry-containing plasmids, we collected cells with a value of 102 or higher as mCherry-positive cells. The sorted 1 × 106 cells were pelleted by centrifugation at 800 × g for 3 min and subsequently lysed in lysis buffer (20 mM Tris-HCl pH 7.5, 150 mM NaCl, 5 mM MgCl2, 1 mM DTT, 1% Triton X-100, 100 μg/ml cycloheximide, and 100 μg/ml chloramphenicol). The lysates were treated with Turbo DNase (Thermo Fisher Scientific) for 10 min at 4 °C and then clarified by removal of cellular debris by centrifugation at 20,000 × g for 10 min at 4 °C. The total RNA concentration in each lysate was measured using a Qubit RNA BR Assay Kit (Thermo Fisher Scientific). Lysates containing 3 μg of total RNA were treated with 20 U of RNase I (Lucigen) for 45 min at 25 °C and then subjected to sucrose cushion ultracentrifugation at 542000 × g for 1 h at 4 °C with an Optima MAX-TL ultracentrifuge and a TLA-110 rotor (Beckman Coulter). The RNA fragments in the resulting pellet were recovered using TRIzol reagent (Thermo Fisher Scientific) and a Direct-zol RNA MicroPrep Kit (Zymo Research) and subjected to denaturing polyacrylamide gel electrophoresis (PAGE). RNA fragments with lengths ranging between 17 and 34 nt were excised from the gel. After purification, the RNA fragments were dephosphorylated by incubation with T4 polynucleotide kinase (New England Biolabs) for 1 h at 37 °C and ligated to preadenylated linker oligonucleotides (5′-App NNNNNIIIIIAGATCGGAAGAGCACACGTCTGAA-ddC-3′, where App indicates preadenylation, ddC indicates 2′,3′-dideoxycytidine, Ns indicates a random sequence for the unique molecular index, and Is indicates the index sequence used for multiplexing) by incubation with T4 RNA Ligase 2, truncated KQ (New England Biolabs) for 3 h at 22 °C in 17.5% PEG-8000. The linker-ligated RNA was subjected to denaturing PAGE and gel extraction. rRNA was removed from the purified RNA using a Ribo-Zero Gold rRNA Removal Kit (Human/Mouse/Rat) accompanied by a TruSeq Stranded Total RNA Kit (Illumina). RNA was then reverse-transcribed for 30 min at 50 °C using ProtoScript II (New England Biolabs) with the primer 5′-Phos-NNAGATCGGAAGAGCGTCGTGTAGGGAAAGAG-iSp18-GTGACTGGAGTTCAGACGTGTGCTC-3′, where Phos indicates 5′ monophosphate and iSp18 indicates an 18-atom hexaethylene glycol spacer. The template RNA was hydrolyzed with 1 M NaOH and subjected to denaturing PAGE and gel extraction. The purified cDNA was then circularized using CircLigase II ssDNA ligase (Epicenter) for 1 h at 60 °C and was subsequently PCR-amplified using the primers 5′-AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTC-3′ and 5′-CAAGCAGAAGACGGCATACGAGATJJJJJJGTGACTGGAGTTCAGACGTGTG-3′ (where Js indicates the 6-mer index sequence for Illumina sequencing).
For RNA-Seq library preparation, total RNA was extracted from the same lysate used for ribosome profiling using TRIzol LS reagent (Thermo Fisher Scientific) and a Direct-zol RNA MiniPrep Kit (Zymo Research). The library was prepared using a TruSeq RNA Library Preparation Kit v2 (Illumina) according to the manufacturer’s instructions.
DNA libraries were sequenced on the HiSeq X (Illumina) platform with the paired-end 150-nt option.
Data analysis of ribosome profiling and RNA-Seq
Sequencing data analysis followed the reported pipelines168,169 with the deposited codes (Zenodo, https://zenodo.org/records/7477706). To perform read quality filtering and adapter trimming, we used fastp (ver. 0.21.0)170. STAR (ver. 2.7.0a)171 was used to remove reads aligned to noncoding RNAs. The remaining reads were mapped to the hg38 human genome by STAR and annotated with the GENCODE Human Release 32 reference obtained via the UCSC Genome Browser (https://genome.ucsc.edu/index.html).
We determined the offset of the A site in the reads according to the metagene analysis conducted with a custom script (https://github.com/ingolia-lab/RiboSeq) to be 15 for 25–33-nt reads. For RNA-Seq, we used an offset of 15 for all mRNA fragments. To calculate the changes in RNA abundance and translation efficiency, which were calculated as ribosome profiling counts normalized to RNA-Seq counts, we used the DESeq2 package (ver. 1.32.0)172 with R software (ver. 4.1.1) in the RStudio interface (ver. 2021.09.0 + 351). We calculated the significance with the likelihood ratio test in a generalized linear model. The reads that corresponded to the first five codons and the last five codons in the ORF were excluded from our analyses.
Cell viability assay
Approximately 2 × 103 HEK293 cells were seeded in flat-bottom 96-well plates (Greiner) and incubated overnight. For Supplementary Fig. 5a, the following day, the cells were cotransfected with the Cas13 variant-expressing plasmid (pCAGEN series, 30 ng), the gRNA-expressing plasmid (pC016 series, 60 ng), and the HiBiT reporter plasmid [pAG3-(GGGGCC)66-HiBiT-GR frame, 80 ng]; alternatively, the cells were transfected with either an empty reporter plasmid vector (pAG3-empty, 80 ng) or the HiBiT reporter plasmid [pAG3-(GGGGCC)66-HiBiT-GR frame, 80 ng) alone. For Supplementary Fig. 6e, the following day, the cells were transfected with the Cas13 variant-expressing plasmid (pXR series, 30 ng), the gRNA-expressing plasmid (pC016-gPsp-Control, 60 ng), and the luciferase reporter plasmid (psiCHECK2-PTGES3, 1 ng). Both transfections were performed using TransIT-293 (Mirus) according to the manufacturer’s instructions. Cell viability was assessed at 48 h posttransfection using RealTime-Glo MT Cell Viability Assay reagent (Promega) according to the manufacturer’s instructions. The luminescence was detected by a GloMax Navigator.
Reporting summary
Further information on research design is available in the Nature Portfolio Reporting Summary linked to this article.
Data availability
The ribosome profiling and RNA-Seq data (GSE232383) obtained in this study were deposited in the National Center for Biotechnology Information (NCBI) database. Gene annotation (GENCODE Human Release 32 reference) was obtained via the UCSC Genome Browser (https://genome.ucsc.edu/index.html). Source data are provided with this paper.
References
Fire, A. et al. Potent and specific genetic interference by double-stranded RNA in Caenorhabditis elegans. Nature 391, 806–811 (1998).
Rossi, J. J. & Rossi, D. J. siRNA drugs: here to stay. Mol. Ther. 29, 431–432 (2021).
Iwakawa, H.-O. & Tomari, Y. Life of RISC: formation, action, and degradation of RNA-induced silencing complex. Mol. Cell 82, 30–43 (2022).
Jackson, A. L. et al. Expression profiling reveals off-target gene regulation by RNAi. Nat. Biotechnol. 21, 635–637 (2003).
Birmingham, A. et al. 3′ UTR seed matches, but not overall identity, are associated with RNAi off-targets. Nat. Methods 3, 199–204 (2006).
Jackson, A. L. et al. Widespread siRNA ‘off-target’ transcript silencing mediated by seed region sequence complementarity. RNA 12, 1179–1187 (2006).
Judge, A. D. et al. Sequence-dependent stimulation of the mammalian innate immune response by synthetic siRNA. Nat. Biotechnol. 23, 457–462 (2005).
Hornung, V. et al. Sequence-specific potent induction of IFN-α by short interfering RNA in plasmacytoid dendritic cells through TLR7. Nat. Med. 11, 263–270 (2005).
Sioud, M. Induction of inflammatory cytokines and interferon responses by double-stranded and single-stranded siRNAs is sequence-dependent and requires endosomal localization. J. Mol. Biol. 348, 1079–1090 (2005).
Reynolds, A. et al. Induction of the interferon response by siRNA is cell type- and duplex length-dependent. RNA 12, 988–993 (2006).
Knott, G. J. et al. Guide-bound structures of an RNA-targeting A-cleaving CRISPR-Cas13a enzyme. Nat. Struct. Mol. Biol. 24, 825–833 (2017).
Liu, L. et al. The molecular architecture for RNA-guided RNA cleavage by Cas13a. Cell 170, 714–726.e10 (2017).
Liu, L. et al. Two distant catalytic sites are responsible for C2c2 RNase activities. Cell 168, 121–134.e12 (2017).
Zhang, C. et al. Structural basis for the RNA-guided ribonuclease activity of CRISPR-Cas13d. Cell 175, 212–223.e17 (2018).
Slaymaker, I. M. et al. High-resolution structure of Cas13b and biochemical characterization of RNA targeting and cleavage. Cell Rep. 26, 3741–3751.e5 (2019).
Zhang, B. et al. Two HEPN domains dictate CRISPR RNA maturation and target cleavage in Cas13d. Nat. Commun. 10, 2544 (2019).
Abudayyeh, O. O. et al. RNA targeting with CRISPR–Cas13. Nature 550, 280–284 (2017).
Cox, D. B. T. et al. RNA editing with CRISPR-Cas13. Science 358, 1019–1027 (2017).
Konermann, S. et al. Transcriptome engineering with RNA-targeting type VI-D CRISPR effectors. Cell 173, 665–676.e14 (2018).
Zhang, Y. et al. Optimized RNA-targeting CRISPR/Cas13d technology outperforms shRNA in identifying functional circRNAs. Genome Biol. 22, 41 (2021).
Özcan, A. et al. Programmable RNA targeting with the single-protein CRISPR effector Cas7-11. Nature 597, 720–725 (2021).
Zhan, Y., Cao, C., Li, A., Mei, H. & Liu, Y. Enhanced RNA knockdown efficiency with engineered fusion guide RNAs that function with both CRISPR-CasRx and hammerhead ribozyme. Genome Biol. 24, 9 (2023).
Abudayyeh, O. O. et al. C2c2 is a single-component programmable RNA-guided RNA-targeting CRISPR effector. Science 353, aaf5573 (2016).
Smargon, A. A. et al. Cas13b Is a type VI-B CRISPR-associated RNA-guided RNase differentially regulated by accessory proteins Csx27 and Csx28. Mol. Cell 65, 618–630.e7 (2017).
Meeske, A. J. & Marraffini, L. A. RNA guide complementarity prevents self-targeting in type VI CRISPR systems. Mol. Cell 71, 791–801.e3 (2018).
Meeske, A. J., Nakandakari-Higa, S. & Marraffini, L. A. Cas13-induced cellular dormancy prevents the rise of CRISPR-resistant bacteriophage. Nature 570, 241–245 (2019).
Aman, R. et al. RNA virus interference via CRISPR/Cas13a system in plants. Genome Biol. 19, 1 (2018).
Zhao, X. et al. A CRISPR-Cas13a system for efficient and specific therapeutic targeting of mutant KRAS for pancreatic cancer treatment. Cancer Lett. 431, 171–181 (2018).
Freije, C. A. et al. Programmable inhibition and detection of RNA viruses using Cas13. Mol. Cell 76, 826–837.e11 (2019).
Abbott, T. R. et al. Development of CRISPR as an antiviral strategy to combat SARS-CoV-2 and influenza. Cell 181, 865–876.e12 (2020).
He, B. et al. Modulation of metabolic functions through Cas13d-mediated gene knockdown in liver. Protein Cell 11, 518–524 (2020).
Huynh, N., Depner, N., Larson, R. & King-Jones, K. A versatile toolkit for CRISPR-Cas13-based RNA manipulation in Drosophila. Genome Biol. 21, 279 (2020).
Jiang, W. et al. Precise and efficient silencing of mutant KrasG12D by CRISPR-CasRx controls pancreatic cancer progression. Theranostics 10, 11507–11519 (2020).
Kushawah, G. et al. CRISPR-Cas13d induces efficient mRNA knockdown in animal embryos. Dev. Cell 54, 805–817.e7 (2020).
Zhang, N., Bewick, B., Xia, G., Furling, D. & Ashizawa, T. A CRISPR-Cas13a based strategy that tracks and degrades toxic RNA in myotonic dystrophy type 1. Front. Genet. 11, 594576 (2020).
Zhou, C. et al. CasRx-mediated RNA targeting prevents choroidal neovascularization in a mouse model of age-related macular degeneration. Natl Sci. Rev. 7, 835–837 (2020).
Zhou, H. et al. Glia-to-neuron conversion by CRISPR-CasRx alleviates symptoms of neurological disease in mice. Cell 181, 590–603.e16 (2020).
Li, C. et al. CRISPR-CasRx targeting lncRNA LINC00341 inhibits tumor cell growth in vitro and in vivo. Front Mol. Biosci. 8, 638995 (2021).
Li, S. et al. Screening for functional circular RNAs using the CRISPR-Cas13 system. Nat. Methods 18, 51–59 (2021).
Wu, Q.-W. & Kapfhammer, J. P. The bacterial enzyme RfxCas13d is less neurotoxic than PspCas13b and could be a promising RNA editing and interference tool in the nervous system. Brain Sci. 11, 1054 (2021).
Zhuang, C. et al. Engineered CRISPR/Cas13d sensing hTERT selectively inhibits the progression of bladder cancer in vitro. Front Mol. Biosci. 8, 646412 (2021).
Cui, Z. et al. Cas13d knockdown of lung protease Ctsl prevents and treats SARS-CoV-2 infection. Nat. Chem. Biol. 18, 1056–1064 (2022).
Méndez-Mancilla, A. et al. Chemically modified guide RNAs enhance CRISPR-Cas13 knockdown in human cells. Cell Chem. Biol. 29, 321–327.e4 (2022).
Powell, J. E. et al. Targeted gene silencing in the nervous system with CRISPR-Cas13. Sci. Adv. 8, eabk2485 (2022).
Tian, S. et al. Targeted intracellular delivery of Cas13 and Cas9 nucleases using bacterial toxin-based platforms. Cell Rep. 38, 110476 (2022).
Zeng, L. et al. Broad-spectrum CRISPR-mediated inhibition of SARS-CoV-2 variants and endemic coronaviruses in vitro. Nat. Commun. 13, 2766 (2022).
Wang, Q. et al. The CRISPR-Cas13a gene-editing system induces collateral cleavage of RNA in glioma cells. Adv. Sci. 6, 1901299 (2019).
Buchman, A. B. et al. Programmable RNA targeting using CasRx in flies. CRISPR J. 3, 164–176 (2020).
Blanchard, E. L. et al. Treatment of influenza and SARS-CoV-2 infections via mRNA-encoded Cas13a in rodents. Nat. Biotechnol. 39, 717–726 (2021).
Wang, L.-L. et al. Revisiting astrocyte to neuron conversion with lineage tracing in vivo. Cell 184, 5465–5481.e16 (2021).
Wang, L., Zhou, J., Wang, Q., Wang, Y. & Kang, C. Rapid design and development of CRISPR-Cas13a targeting SARS-CoV-2 spike protein. Theranostics 11, 649–664 (2021).
Xu, C. et al. Programmable RNA editing with compact CRISPR-Cas13 systems from uncultivated microbes. Nat. Methods 18, 499–506 (2021).
Ai, Y., Liang, D. & Wilusz, J. E. CRISPR/Cas13 effectors have differing extents of off-target effects that limit their utility in eukaryotic cells. Nucleic Acids Res. 50, e65 (2022).
Kelley, C. P., Haerle, M. C. & Wang, E. T. Negative autoregulation mitigates collateral RNase activity of repeat-targeting CRISPR-Cas13d in mammalian cells. Cell Rep. 40, 111226 (2022).
Li, Y. et al. The collateral activity of RfxCas13d can induce lethality in a RfxCas13d knock-in mouse model. Genome Biol. 24, 20 (2023).
Shi, P. et al. Collateral activity of the CRISPR/RfxCas13d system in human cells. Commun. Biol. 6, 334 (2023).
Tong, H. et al. High-fidelity Cas13 variants for targeted RNA degradation with minimal collateral effects. Nat. Biotechnol. 41, 108–119 (2023).
East-Seletsky, A. et al. Two distinct RNase activities of CRISPR-C2c2 enable guide-RNA processing and RNA detection. Nature 538, 270–273 (2016).
Tambe, A., East-Seletsky, A., Knott, G. J., Doudna, J. A. & O’Connell, M. R. RNA binding and HEPN-nuclease activation are decoupled in CRISPR-Cas13a. Cell Rep. 24, 1025–1036 (2018).
Yang, J. et al. Engineered LwaCas13a with enhanced collateral activity for nucleic acid detection. Nat. Chem. Biol. 19, 45–54 (2023).
Du, M., Jillette, N., Zhu, J. J., Li, S. & Cheng, A. W. CRISPR artificial splicing factors. Nat. Commun. 11, 2973 (2020).
Yang, L.-Z. et al. Dynamic imaging of RNA in living cells by CRISPR-Cas13 systems. Mol. Cell 76, 981–997.e7 (2019).
Yang, L.-Z. et al. Multi-color RNA imaging with CRISPR-Cas13b systems in living cells. Cell Insight 1, 100044 (2022).
Huang, Y. et al. CRISPR-dCas13-tracing reveals transcriptional memory and limited mRNA export in developing zebrafish embryos. Genome Biol. 24, 15 (2023).
Wang, H. et al. CRISPR-mediated live imaging of genome editing and transcription. Science 365, 1301–1305 (2019).
Jing, X. et al. Implementation of the CRISPR-Cas13a system in fission yeast and its repurposing for precise RNA editing. Nucleic Acids Res. 46, e90 (2018).
Abudayyeh, O. O. et al. A cytosine deaminase for programmable single-base RNA editing. Science 365, 382–386 (2019).
Qu, L. et al. Programmable RNA editing by recruiting endogenous ADAR using engineered RNAs. Nat. Biotechnol. 37, 1059–1069 (2019).
Huang, X. et al. Programmable C-to-U RNA editing using the human APOBEC3A deaminase. EMBO J. 39, e104741 (2020).
Li, G. et al. Developing PspCas13b-based enhanced RESCUE system, eRESCUE, with efficient RNA base editing. Cell Commun. Signal. 19, 84 (2021).
Kannan, S. et al. Compact RNA editors with small Cas13 proteins. Nat. Biotechnol. 40, 194–197 (2022).
Xiao, Q. et al. Rescue of autosomal dominant hearing loss by in vivo delivery of mini dCas13X-derived RNA base editor. Sci. Transl. Med. 14, eabn0449 (2022).
Wilson, C., Chen, P. J., Miao, Z. & Liu, D. R. Programmable m6A modification of cellular RNAs with a Cas13-directed methyltransferase. Nat. Biotechnol. 38, 1431–1440 (2020).
Li, J. et al. Targeted mRNA demethylation using an engineered dCas13b-ALKBH5 fusion protein. Nucleic Acids Res 48, 5684–5694 (2020).
Xia, Z. et al. Epitranscriptomic editing of the RNA N6-methyladenosine modification by dCasRx conjugated methyltransferase and demethylase. Nucleic Acids Res. 49, 7361–7374 (2021).
Han, S. et al. RNA-protein interaction mapping via MS2- or Cas13-based APEX targeting. Proc. Natl Acad. Sci. USA 117, 22068–22079 (2020).
Yi, W. et al. CRISPR-assisted detection of RNA-protein interactions in living cells. Nat. Methods 17, 685–688 (2020).
Koonin, E. V., Makarova, K. S. & Zhang, F. Diversity, classification and evolution of CRISPR-Cas systems. Curr. Opin. Microbiol. 37, 67–78 (2017).
O’Connell, M. R. Molecular mechanisms of RNA targeting by Cas13-containing type VI CRISPR-Cas systems. J. Mol. Biol. 431, 66–87 (2019).
Wessels, H.-H. et al. Massively parallel Cas13 screens reveal principles for guide RNA design. Nat. Biotechnol. 38, 722–727 (2020).
Halstead, J. M. et al. Translation. An RNA biosensor for imaging the first round of translation from single cells to living animals. Science 347, 1367–1671 (2015).
Guo, X. et al. Transcriptome-wide Cas13 guide RNA design for model organisms and viral RNA pathogens. Cell Genom. 1, 100001 (2021).
Krohannon, A. et al. CASowary: CRISPR-Cas13 guide RNA predictor for transcript depletion. BMC Genom. 23, 172 (2022).
Ingolia, N. T., Ghaemmaghami, S., Newman, J. R. & Weissman, J. S. Genome-wide analysis in vivo of translation with nucleotide resolution using ribosome profiling. Science 324, 218–223 (2009).
Iwasaki, S. & Ingolia, N. T. The growing toolbox for protein synthesis studies. Trends Biochem. Sci. 42, 612–624 (2017).
Lareau, L. F., Hite, D. H., Hogan, G. J. & Brown, P. O. Distinct stages of the translation elongation cycle revealed by sequencing ribosome-protected mRNA fragments. Elife 3, e01257 (2014).
Wu, C. C., Zinshteyn, B., Wehner, K. A. & Green, R. High-resolution ribosome profiling defines discrete ribosome elongation states and translational regulation during cellular stress. Mol. Cell 73, 959–970.e5 (2019).
Vind, A. C. et al. ZAKα recognizes stalled ribosomes through partially redundant sensor domains. Mol. Cell 78, 700–713.e7 (2020).
Wu, C. C., Peterson, A., Zinshteyn, B., Regot, S. & Green, R. Ribosome collisions trigger general stress responses to regulate cell fate. Cell 182, 404–416.e14 (2020).
Jackson, R. J., Hellen, C. U. T. & Pestova, T. V. The mechanism of eukaryotic translation initiation and principles of its regulation. Nat. Rev. Mol. Cell Biol. 11, 113–127 (2010).
Weingarten-Gabbay, S. et al. Comparative genetics. Systematic discovery of cap-independent translation sequences in human and viral genomes. Science 351, aad4939 (2016).
Kwan, T. & Thompson, S. R. Noncanonical translation initiation in eukaryotes. Cold Spring Harb. Perspect. Biol. 11, a032672 (2019).
Hellen, C. U. & Sarnow, P. Internal ribosome entry sites in eukaryotic mRNA molecules. Genes Dev. 15, 1593–1612 (2001).
Otto, G. A. & Puglisi, J. D. The pathway of HCV IRES-mediated translation initiation. Cell 119, 369–380 (2004).
Bordeleau, M. E. et al. Functional characterization of IRESes by an inhibitor of the RNA helicase eIF4A. Nat. Chem. Biol. 2, 213–220 (2006).
Lindqvist, L. et al. Selective pharmacological targeting of a DEAD box RNA helicase. PLoS One 3, e1583 (2008).
Fernández, I. S., Bai, X.-C., Murshudov, G., Scheres, S. H. W. & Ramakrishnan, V. Initiation of translation by cricket paralysis virus IRES requires its translocation in the ribosome. Cell 157, 823–831 (2014).
Murray, J. et al. Structural characterization of ribosome recruitment and translocation by type IV IRES. Elife 5, e13567 (2016).
DeJesus-Hernandez, M. et al. Expanded GGGGCC hexanucleotide repeat in noncoding region of C9ORF72 causes chromosome 9p-linked FTD and ALS. Neuron 72, 245–256 (2011).
Renton, A. E. et al. A hexanucleotide repeat expansion in C9ORF72 is the cause of chromosome 9p21-linked ALS-FTD. Neuron 72, 257–268 (2011).
Cleary, J. D. & Ranum, L. P. New developments in RAN translation: insights from multiple diseases. Curr. Opin. Genet. Dev. 44, 125–134 (2017).
Mahoney, C. J. et al. Frontotemporal dementia with the C9ORF72 hexanucleotide repeat expansion: clinical, neuroanatomical and neuropathological features. Brain 135, 736–750 (2012).
Mackenzie, I. R. et al. Dipeptide repeat protein pathology in C9ORF72 mutation cases: clinico-pathological correlations. Acta Neuropathol. 126, 859–879 (2013).
Ash, P. E. A. et al. Unconventional translation of C9ORF72 GGGGCC expansion generates insoluble polypeptides specific to c9FTD/ALS. Neuron 77, 639–646 (2013).
Mori, K. et al. The C9orf72 GGGGCC repeat is translated into aggregating dipeptide-repeat proteins in FTLD/ALS. Science 339, 1335–1338 (2013).
Nguyen, L., Cleary, J. D. & Ranum, L. P. W. Repeat-associated non-ATG translation: molecular mechanisms and contribution to neurological disease. Annu. Rev. Neurosci. 42, 227–247 (2019).
Gendron, T. F. et al. Antisense transcripts of the expanded C9ORF72 hexanucleotide repeat form nuclear RNA foci and undergo repeat-associated non-ATG translation in c9FTD/ALS. Acta Neuropathol. 126, 829–844 (2013).
Green, K. M. et al. RAN translation at C9orf72-associated repeat expansions is selectively enhanced by the integrated stress response. Nat. Commun. 8, 2005 (2017).
Sonobe, Y. et al. Translation of dipeptide repeat proteins from the C9ORF72 expanded repeat is associated with cellular stress. Neurobiol. Dis. 116, 155–165 (2018).
Tabet, R. et al. CUG initiation and frameshifting enable production of dipeptide repeat proteins from ALS/FTD C9ORF72 transcripts. Nat. Commun. 9, 152 (2018).
Boivin, M. et al. Reduced autophagy upon C9ORF72 loss synergizes with dipeptide repeat protein toxicity in G4C2 repeat expansion disorders. EMBO J. 39, e100574 (2020).
Lampasona, A., Almeida, S. & Gao, F.-B. Translation of the poly(GR) frame in C9ORF72-ALS/FTD is regulated by cis-elements involved in alternative splicing. Neurobiol. Aging 105, 327–332 (2021).
van’t Spijker, H. M. et al. Ribosome profiling reveals novel regulation of C9ORF72 GGGGCC repeat-containing RNA translation. RNA 28, 123–138 (2022).
Latallo, M. J. et al. Single-molecule imaging reveals distinct elongation and frameshifting dynamics between frames of expanded RNA repeats in C9ORF72-ALS/FTD. Nat. Commun. 14, 5581 (2023).
Fujino, Y. et al. FUS regulates RAN translation through modulating the G-quadruplex structure of GGGGCC repeat RNA in C9orf72-linked ALS/FTD. ELife 12, RP84338 (2023).
Loveland, A. B. et al. Ribosome inhibition by C9ORF72-ALS/FTD-associated poly-PR and poly-GR proteins revealed by cryo-EM. Nat. Commun. 13, 2776 (2022).
Cheng, W. et al. C9ORF72 GGGGCC repeat-associated non-AUG translation is upregulated by stress through eIF2α phosphorylation. Nat. Commun. 9, 51 (2018).
Kawabe, Y., Mori, K., Yamashita, T., Gotoh, S. & Ikeda, M. The RNA exosome complex degrades expanded hexanucleotide repeat RNA in C9orf72 FTLD/ALS. EMBO J. 39, e102700 (2020).
Gilbert, L. A. et al. CRISPR-mediated modular RNA-guided regulation of transcription in eukaryotes. Cell 154, 442–451 (2013).
Gilbert, L. A. et al. Genome-scale CRISPR-mediated control of gene repression and activation. Cell 159, 647–661 (2014).
Alerasool, N., Segal, D., Lee, H. & Taipale, M. An efficient KRAB domain for CRISPRi applications in human cells. Nat. Methods 17, 1093–1096 (2020).
Replogle, J. M. et al. Maximizing CRISPRi efficacy and accessibility with dual-sgRNA libraries and optimal effectors. Elife 11, e81856 (2022).
Yang, H.-S. et al. The transformation suppressor Pdcd4 is a novel eukaryotic translation initiation factor 4A binding protein that inhibits translation. Mol. Cell. Biol. 23, 26–37 (2003).
Suzuki, C. et al. PDCD4 inhibits translation initiation by binding to eIF4A using both its MA3 domains. Proc. Natl Acad. Sci. USA 105, 3274–3279 (2008).
Chang, J. H. et al. Crystal structure of the eIF4A-PDCD4 complex. Proc. Natl Acad. Sci. USA 106, 3148–3153 (2009).
Loh, P. G. et al. Structural basis for translational inhibition by the tumour suppressor Pdcd4. EMBO J. 28, 274–285 (2009).
Nakamura, A., Sato, K. & Hanyu-Nakamura, K. Drosophila Cup is an eIF4E binding protein that associates with Bruno and regulates oskar mRNA translation in oogenesis. Dev. Cell 6, 69–78 (2004).
Kamenska, A. et al. Human 4E-T represses translation of bound mRNAs and enhances microRNA-mediated silencing. Nucleic Acids Res. 42, 3298–3313 (2014).
Räsch, F., Weber, R., Izaurralde, E. & Igreja, C. 4E-T-bound mRNAs are stored in a silenced and deadenylated form. Genes Dev. 34, 847–860 (2020).
Gartmann, M. et al. Mechanism of eIF6-mediated inhibition of ribosomal subunit joining. J. Biol. Chem. 285, 14848–14851 (2010).
Jaako, P. et al. eIF6 rebinding dynamically couples ribosome maturation and translation. Nat. Commun. 13, 1562 (2022).
Wilker, E. W. et al. 14-3-3σ controls mitotic translation to facilitate cytokinesis. Nature 446, 329–332 (2007).
Khaleghpour, K. et al. Translational repression by a novel partner of human poly(A) binding protein, Paip2. Mol. Cell 7, 205–216 (2001).
Khaleghpour, K. et al. Dual interactions of the translational repressor Paip2 with poly(A) binding protein. Mol. Cell. Biol. 21, 5200–5213 (2001).
Karim, M. M. et al. A mechanism of translational repression by competition of Paip2 with eIF4G for poly(A) binding protein (PABP) binding. Proc. Natl Acad. Sci. USA 103, 9494–9499 (2006).
Lee, S. H. et al. Poly(A) RNA and Paip2 act as allosteric regulators of poly(A)-binding protein. Nucleic Acids Res. 42, 2697–2707 (2014).
Ivanov, A. et al. Polyadenylate-binding protein-interacting proteins PAIP1 and PAIP2 affect translation termination. J. Biol. Chem. 294, 8630–8639 (2019).
Sagae, T. et al. Paip2A inhibits translation by competitively binding to the RNA recognition motifs of PABPC1 and promoting its dissociation from the poly(A) tail. J. Biol. Chem. 298, 101844 (2022).
Shoemaker, C. J., Eyler, D. E. & Green, R. Dom34:Hbs1 promotes subunit dissociation and peptidyl-tRNA drop-off to initiate no-go decay. Science 330, 369–372 (2010).
Becker, T. et al. Structure of the no-go mRNA decay complex Dom34-Hbs1 bound to a stalled 80S ribosome. Nat. Struct. Mol. Biol. 18, 715–720 (2011).
Pisareva, V. P., Skabkin, M. A., Hellen, C. U. T., Pestova, T. V. & Pisarev, A. V. Dissociation by Pelota, Hbs1 and ABCE1 of mammalian vacant 80S ribosomes and stalled elongation complexes. EMBO J. 30, 1804–1817 (2011).
Becker, T. et al. Structural basis of highly conserved ribosome recycling in eukaryotes and archaea. Nature 482, 501–506 (2012).
Shao, S. et al. Decoding mammalian ribosome-mRNA states by translational GTPase complexes. Cell 167, 1229–1240.e15 (2016).
Cho, P. F. et al. A new paradigm for translational control: inhibition via 5′−3′ mRNA tethering by Bicoid and the eIF4E cognate 4EHP. Cell 121, 411–423 (2005).
Morita, M. et al. A novel 4EHP-GIGYF2 translational repressor complex is essential for mammalian development. Mol. Cell. Biol. 32, 3585–3593 (2012).
Chapat, C. et al. Cap-binding protein 4EHP effects translation silencing by microRNAs. Proc. Natl Acad. Sci. USA 114, 5425–5430 (2017).
Peter, D. et al. GIGYF1/2 proteins use auxiliary sequences to selectively bind to 4EHP and repress target mRNA expression. Genes Dev. 31, 1147–1161 (2017).
Tollenaere, M. A. X. et al. GIGYF1/2-driven cooperation between ZNF598 and TTP in posttranscriptional regulation of inflammatory signaling. Cell Rep. 26, 3511–3521.e4 (2019).
Juszkiewicz, S. et al. Ribosome collisions trigger cis-acting feedback inhibition of translation initiation. Elife 9, e60038 (2020).
Hickey, K. L. et al. GIGYF2 and 4EHP inhibit translation initiation of defective messenger RNAs to assist ribosome-associated quality control. Mol. Cell 79, 950–962.e6 (2020).
Medenbach, J., Seiler, M. & Hentze, M. W. Translational control via protein-regulated upstream open reading frames. Cell 145, 902–913 (2011).
Iwasaki, S., Floor, S. N. & Ingolia, N. T. Rocaglates convert DEAD-box protein eIF4A into a sequence-selective translational repressor. Nature 534, 558–561 (2016).
Montagud-Martínez, R., Márquez-Costa, R. & Rodrigo, G. Programmable regulation of translation by harnessing the CRISPR-Cas13 system. Chem. Commun. 59, 2616–2619 (2023).
Otoupal, P. B., Cress, B. F., Doudna, J. A. & Schoeniger, J. S. CRISPR-RNAa: targeted activation of translation using dCas13 fusions to translation initiation factors. Nucleic Acids Res. 50, 8986–8998 (2022).
Toki, N. et al. SINEUP long non-coding RNA acts via PTBP1 and HNRNPK to promote translational initiation assemblies. Nucleic Acids Res. 48, 11626–11644 (2020).
Cao, C. et al. Enhancement of protein translation by CRISPR/dCasRx coupled with SINEB2 repeat of noncoding RNAs. Nucleic Acids Res. 51, e33 (2023).
Chen, J. et al. Pervasive functional translation of noncanonical human open reading frames. Science 367, 1140–1146 (2020).
Pan, J. et al. Functional micropeptides encoded by long non-coding RNAs: a comprehensive review. Front. Mol. Biosci. 9, 817517 (2022).
Masuda, K. et al. A novel tumor-promoting function residing in the 5′ non-coding region of vascular endothelial growth factor mRNA. PLoS Med. 5, e94 (2008).
Poliseno, L. et al. A coding-independent function of gene and pseudogene mRNAs regulates tumour biology. Nature 465, 1033–1038 (2010).
Ivanyi-Nagy, R. et al. The RNA interactome of human telomerase RNA reveals a coding-independent role for a histone mRNA in telomere homeostasis. Elife 7, e40037 (2018).
El-Brolosy, M. A. et al. Genetic compensation triggered by mutant mRNA degradation. Nature 568, 193–197 (2019).
Ma, Z. et al. PTC-bearing mRNA elicits a genetic compensation response via Upf3a and COMPASS components. Nature 568, 259–263 (2019).
Schellenberger, V. et al. A recombinant polypeptide extends the in vivo half-life of peptides and proteins in a tunable manner. Nat. Biotechnol. 27, 1186–1190 (2009).
Kostova, K. K. et al. CAT-tailing as a fail-safe mechanism for efficient degradation of stalled nascent polypeptides. Science 357, 414–417 (2017).
Tsuboyama, K. et al. A widespread family of heat-resistant obscure (Hero) proteins protect against protein instability and aggregation. PLoS Biol. 18, e3000632 (2020).
Mito, M., Mishima, Y. & Iwasaki, S. Protocol for disome profiling to survey ribosome collision in humans and zebrafish. STAR Protoc. 1, 100168 (2020).
Kashiwagi, K. et al. eIF2B-capturing viral protein NSs suppresses the integrated stress response. Nat. Commun. 12, 1–12 (2021).
Chen, M. et al. A parasitic fungus employs mutated eIF4A to survive on rocaglate-synthesizing Aglaia plants. Elife 12, e81302 (2023).
Chen, S., Zhou, Y., Chen, Y. & Gu, J. fastp: an ultra-fast all-in-one FASTQ preprocessor. Bioinformatics 34, i884–i890 (2018).
Dobin, A. et al. STAR: ultrafast universal RNA-seq aligner. Bioinformatics 29, 15–21 (2012).
Love, M. I., Huber, W. & Anders, S. Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2. Genome Biol. 15, 550 (2014).
Acknowledgements
We are grateful to all the members of the Iwasaki laboratory for their constructive discussions and technical help. We thank Dr. Aaron D. Gitler for the critical reading of the manuscript. We also thank the Support Unit for Bio-Material Analysis, RIKEN CBS Research Resources Division, for Sanger sequencing and FACS analysis. Computation was supported by the HOKUSAI SailingShip supercomputer facility at RIKEN. We also thank Dr. Junichi Tanaka for sharing hippuristanol with us. pCAGEN vector was a kind gift from Dr. Yukihide Tomari. pAG3-(GGGGCC)66 vector was a kind gift from Dr. Leonard Petrucelli and Dr. Aaron D. Gitler. psiCHECK2-PTGES3/HCV IRES vectors were kind gifts from Dr. Nicholas T. Ingolia. This work was supported by the Ministry of Education, Culture, Sports, Science and Technology (MEXT) (JP20H05784 to S.I.; JP21H05278 to H.T.; JP20H05786 to Y.I.; JP21H05734 and JP23H04268 to Y.S.); the Japan Society for the Promotion of Science (JSPS) (JP23H02415 to S.I.; JP23KJ2175 to N.K.; JP20K07016 to. H.T.; JP21K15023 and JP23K05648 to Y.S.); the Japan Agency for Medical Research and Development (AMED) (JP20gm1410001 to S.I., H.T., and Y.I.; JP23gm6910005 to Y.S.); RIKEN (Pioneering Projects Biology of Intracellular Environments to S.I. and Y.S.); and the Exploratory Research Center on Life and Living Systems (ExCELLS) (23EX601 to Y.S.). A.A. was an International Program Associate of RIKEN. N.K. was a recipient of the JSPS Research Fellows (PD).
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A.A., H.T., Y.S., and S.I. conceptualized the experiments. A.A., Y.S., and S.I. developed the methodology. A.A., N.K., S.Y.A.C., Y.S., and S.I. performed formal analysis. A.A., N.K., S.Y.A.C., and Y.S. conducted the experiments. A.A. and S.I. wrote the original draft. All the authors reviewed and edited the manuscript. A.A., Y.S., and S.I. visualized and presented the data. H.T., Y.I., Y.S., and S.I. supervised the experiments and analyses. S.I. managed the project. N.K., H.T., Y.I., Y.S., and S.I. acquired the financial support related to this manuscript.
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Nature Communications thanks Xuebing Wu, and the other, anonymous, reviewer(s) for their contribution to the peer review of this work. A peer review file is available.
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Apostolopoulos, A., Kawamoto, N., Chow, S.Y.A. et al. dCas13-mediated translational repression for accurate gene silencing in mammalian cells. Nat Commun 15, 2205 (2024). https://doi.org/10.1038/s41467-024-46412-7
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DOI: https://doi.org/10.1038/s41467-024-46412-7
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