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abCRISPR: deep learning-based design of abasic gRNA sequences for specific CRISPR-Cas9 genome editing.

SUMMARY: CRISPR-Cas9 has become a widely used tool for genome editing. However, its off-target cleavage caused by partial sequence matches with guide RNAs (gRNAs) remains a critical limitation. Recently, abasic gRNAs (ØXØ) have been developed to enhance target specificity, but their effects vary depending on the positional sequence context. Here, we present abCRISPR, a deep neural network (DNN) framework for the rational design of ØXØ sequences with minimized off-target activity. abCRISPR leverages informative few-shot training with paired datasets of abasic and unmodified gRNAs, using high-quality random mismatch target libraries, exhaustively sequenced for mismatched off-target substrates (n = 97583) in in vitro CRISPR-Cas9 cleavage experiments. Predicted off-target activities for both abasic and unmodified gRNAs showed strong correlation with experimental data (r ≥ 0.95, 10-fold cross-validation). Notably, these comprehensive training sets provide robust ground-truth negatives, enabling accurate and sensitive prediction of off-targets. For unmodified gRNAs, abCRISPR (AUC = 0.98) was validated to outperform existing deep learning-based methods (AUC = 0.45-0.68). When applied to the human genome, abCRISPR generated ØXØ sequences, covering 58 875 004 potent CRISPR-targetable sites with improved target specificity. Together, this work provides a comprehensive bioinformatics resource for safe and precise CRISPR-Cas9 genome editing. AVAILABILITY AND IMPLEMENTATION: The source code for abCRISPR and training data are available at https://doi.org/10.5281/zenodo.20398246. abCRISPR results for the human genome are available at http://clip.korea.ac.kr/abCRISPR/.

Deep Learning↗

RNA editing: transfer of genetic information from gRNA to precursor mRNA in vitro.

RNA editing in the mitochondrion of Trypanosoma brucei extensively alters the adenosine triphosphate synthase (ATPase) subunit 6 precursor messenger RNA (pre-mRNA) by addition of 447 uridines and removal of 28 uridines. In vivo, the guide RNA gA6[14] is thought to specify the deletion of two uridines from the editing site closest to the 3' end. In this study, an in vitro system was developed that accurately removed uridines from this editing site in synthetic ATPase 6 pre-mRNA when gA6[14] and ATP were added. Mutations in both the guide RNA and the pre-mRNA editing site suggest that base-pairing interactions control the number of uridines deleted in vitro. Thus, guide RNAs are required for RNA editing and for the transfer of genetic information to pre-mRNAs.

Adenosine Triphosphatases↗

In vitro uridine insertion RNA editing mediated by cis-acting guide RNAs.

Uridine (U) insertion/deletion editing of mitochondrial mRNAs in kinetoplastid protozoa is a posttranscriptional process mediated by guide RNAs (gRNAs). The gRNAs direct the precise insertion and deletion of Us by a cleavage-ligation mechanism involving base pairing. We show that a cognate gRNA in cis at the 3' end of a preedited NADH dehydrogenase 7 (ND7) mRNA substrate can direct U insertions at editing site 1 when incubated with a mitochondrial lysate from Leishmania tarentolae. The efficiency of gRNA-dependent U insertion mediated by a cis-acting gRNA is greater on a molar basis than that for a trans-acting gRNA, as expected for a unimolecular gRNA:mRNA interaction. Blocking the 3' end of a cis-acting gRNA lacking a 3' oligo[U] tail has no effect on gRNA-dependent U insertions, nor does providing the gRNA in cis upstream of the mRNA, confirming the previous observation that the terminal 2'- and 3'-hydroxyls of the gRNA are not involved in U insertion activity. These results also establish that the oligo[U] tail is not required for U insertion in vitro. Increasing the extent of base pairing between the 3' end of the gRNA and the 5' end of the mRNA significantly increases in vitro gRNA-dependent U insertion at site 1, presumably by maintaining the mRNA 5' cleavage fragment within the editing complex. We speculate that, in vivo, protein:RNA and/or protein:protein interactions may be responsible for maintaining the mRNA 5' cleavage fragment in close proximity to the mRNA 3' cleavage fragment, and that such interactions may be rate limiting in vitro.

Animals↗

Granzyme A loading induces rapid cytolysis and a novel form of DNA damage independently of caspase activation.

Cytotoxic lymphocytes trigger apoptosis by releasing perforin and granzymes (Grn). GrnB activates the caspase apoptotic pathway, but little is known about GrnA-induced cell death. Perforin was used to load recombinant GrnA and GrnB and enzymatically inactive variants into target cells. GrnA induces single-strand DNA breaks that can be labeled with Klenow polymerase and visualized on alkaline gels. GrnA-induced DNA damage but not cytolysis requires GrnA proteolysis. GrnA-induced membrane perturbation, nuclear condensation, and DNA damage are unimpaired by caspase blockade. GrnA fails to induce cleavage of caspase-3, lamin B, rho-GTPase, or PARP. GrnA-induced cytotoxicity and cleavage of PHAP II, a previously identified GrnA substrate, are unimpaired in Jurkat cells that overexpress bcl-2. Therefore, GrnA activates a novel apoptotic pathway.

Animals↗

Guide RNA-directed uridine insertion RNA editing in vitro.

Guide RNAs (gRNAs) have been proposed to mediate uridine (U) addition/deletion editing of mitochondrial mRNAs in kinetoplastid protozoa. The Us are proposed to be derived either from UTP by two successive cleavage-ligations or transesterifications, or from the 3' end of the gRNA by the same mechanisms. We have demonstrated gRNA-dependent U insertions into a specific editing site of a pre-edited mRNA which was incubated in a mitochondrial extract from Leishmania tarentolae. The predominant number of U insertions was determined by the number of guiding nucleotides in the added gRNA, and the formation of a gRNA-mRNA anchor duplex was necessary for activity. UTP and alpha-beta bond hydrolysis of ATP were required, and the activity was inhibited above 50-100 mM KCl. A gRNA-independent insertion of up to approximately 13 Us occurred in the absence of the added cognate gRNA; the extent of this activity was affected by sequences upstream and downstream of the edited region. Heparin inhibited the gRNA-independent U insertion activity and had no effect on the gRNA-dependent activity. Blocking the 3' OH of the gRNA had little effect on the gRNA-dependent U insertion activity. The data are consistent with a cleavage-ligation model in which the Us are derived directly from UTP.

Animals↗

The importance of RNA structure in RNA editing and a potential proofreading mechanism for correct guide RNA:pre-mRNA binary complex formation.

RNA editing in trypanosomes is a post-transcriptional process responsible for correcting the coding sequences of many mitochondrial mRNAs. Uridine bases are specifically added or deleted from mRNA by an enzymatic cascade in which a pre-edited mRNA is cleaved specifically, uridine bases are added or removed, and the corrected mRNA is ligated. The process is directed by RNA molecules, termed guide RNAs (gRNA). The ability of this class of small, non-coding RNA to function in RNA editing is essential for these organisms. Typically, gRNAs are transcribed independent of their cognate mRNA and anneal to form a binary RNA complex. An exception from this process is the cytochrome oxidase subunit II (COII) mRNA, which encodes its gRNA within its 3' untranslated region. This gRNA lacks the ability to function in trans. Using an in vitro editing assay, we find that improving thermodynamic stability to the anchor region through increased Watson-Crick base-pairing is sufficient to impart trans editing activity. We further show that a point mutation outside the known functional regions of a gRNA induces both a conformational rearrangement of the gRNA and causes a decrease in the rate of editing. Taken together, these results lead us to propose a model for a potential proofreading step in the formation of a gRNA:pre-edited mRNA binary complex. The mechanism relies on the thermodynamic stability supplied to the RNA complex through Watson-Crick base-pairing. Through mutations in the gRNA, we demonstrate the importance of gRNA structure to the RNA editing reaction.

3' Untranslated Regions↗

Genomic organization of Trypanosoma brucei kinetoplast DNA minicircles.

The sequences of seven new Trypanosoma brucei kinetoplast DNA minicircles were obtained. A detailed comparative analysis of these sequences and those of the 18 complete kDNA minicircle sequences from T. brucei available in the database was performed. These 25 different minicircles contain 86 putative gRNA genes. The number of gRNA genes per minicircle varies from 2 to 5. In most cases, the genes are located between short imperfect inverted repeats, but in several minicircles there are inverted repeat cassettes that did not contain identifiable gRNA genes. Five minicircles contain single gRNA genes not surrounded by identifiable repeats. Two pairs of closely related minicircles may have recently evolved from common ancestors: KTMH1 and KTMH3 contained the same gRNA genes in the same order, whereas KTCSGRA and KTCSGRB contained two gRNA genes in the same order and one gRNA gene specific to each. All minicircles could be classified into two classes on the basis of a short substitution within the highly conserved region, but the minicircles in these two classes did not appear to differ in terms of gRNA content or gene organization. A number of redundant gRNAs containing identical editing information but different sequences were present. The alignments of the predicted gRNAs with the edited mRNA sequences varied from a perfect alignment without gaps to alignments with multiple mismatches. Multiple gRNAs overlapped with upstream gRNAs, but in no case was a complete set of overlapping gRNAs covering an entire editing domain obtained. We estimate that a minimum set of approximately 65 additional gRNAs would be required for complete overlapping sets. This analysis should provide a basis for detailed studies of the evolution and role in RNA editing of kDNA minicircles in this species.

Animals↗

Trypanosome RNA editing: simple guide RNA features enhance U deletion 100-fold.

Trypanosome RNA editing is a massive processing of mRNA by U deletion and U insertion, directed by trans-acting guide RNAs (gRNAs). A U deletion cycle and a U insertion cycle have been reproduced in vitro using synthetic ATPase (A6) pre-mRNA and gRNA. Here we examine which gRNA features are important for this U deletion. We find that, foremost, this editing depends critically on the single-stranded character of a few gRNA and a few mRNA residues abutting the anchor duplex, a feature not previously appreciated. That plus any base-pairing sequence to tether the upstream mRNA are all the gRNA needs to direct unexpectedly efficient in vitro U deletion, using either the purified editing complex or whole extract. In fact, our optimized gRNA constructs support faithful U deletion up to 100 times more efficiently than the natural gRNA, and they can edit the majority of mRNA molecules. This is a marked improvement of in vitro U deletion, in which previous artificial gRNAs were no more active than natural gRNA and the editing efficiencies were at most a few percent. Furthermore, this editing is not stimulated by most other previously noted gRNA features, including its potential ligation bridge, 3' OH moiety, any U residues in the tether, the conserved structure of the central region, or proteins that normally bind these regions. Our data also have implications about evolutionary forces active in RNA editing.

Animals↗

Biphasic decay of guide RNAs in Trypanosoma brucei.

Guide RNAs (gRNAs) are short mitochondrially encoded RNAs that contain the information for editing of messenger RNAs in Trypanosoma brucei. Although a great deal of work has focused on the utilization of gRNAs in editing, little is known about the turnover of gRNAs. In this report, we utilized in organello pulse chase and in vitro RNA decay experiments to directly examine gRNA turnover. We found that gRNAs are degraded by a biphasic mechanism. In the first step of decay, 3' gRNA sequences encompassing primarily the post-transcriptionally added oligo(U) tail are rapidly removed. This is followed by a second step, which entails a comparatively slower degradation of the encoded gRNA body. Decay of the 3' end of the gRNA is sequence specific, as it does not occur on oligoadenylated gRNAs. In contrast, the nucleotide composition of the 3' extension does not affect the rate of degradation during the second, slower, decay step. Finally, competition assays suggest that complete gRNA decay is mediated by two distinct enzymes, one of which simultaneously recognizes elements of the oligo(U) tail and the encoded portion of the gRNA. Overall, these results provide the first evidence for a gRNA-specific decay pathway.

Animals↗

The mechanism of U insertion/deletion RNA editing in kinetoplastid mitochondria.

Recent advances in in vitrosystems and identification of putative enzymatic activities have led to the acceptance of a modified 'enzyme cascade' model for U insertion/deletion RNA editing in kinetoplastid mitochondria. Models involving the transfer of uridines (Us) from the 3'-end of gRNA to the editing site appear to be untenable. Two types of in vitrosystems have been reported: (i) a gRNA-independent U insertion activity that is dependent on the secondary structure of the mRNA; (ii) a gRNA-dependent U insertion activity that requires addition of a gRNA that can form an anchor duplex with the pre-edited mRNA and which contains guiding A and G nucleotides to base pair with the added Us. In the case of the gRNA-mediated reaction, the precise site of cleavage is at the end of the gRNA-mRNA anchor duplex, as predicted by the original model. The model has been modified to include the addition of multiple Us to the 3'-end of the 5'-cleavage fragment, followed by the formation of base pairs with the guiding nucleotides and trimming back of the single-stranded oligo(U) 3'-overhang. The two fragments, which are held together by the gRNA 'splint', are then ligated. Circumstantial in vitroevidence for involvement of an RNA ligase and an endoribonuclease, which are components of a 20S complex, was obtained. Efforts are underway in several laboratories to isolate and characterize specific components of the editing machinery.

Animals↗

Multiple guide RNAs for identical editing of Trypanosoma brucei apocytochrome b mRNA have an unusual minicircle location and are developmentally regulated.

We identified four different guide RNAs (gRNAs) that specify identical editing of Trypanosoma brucei apocytochrome b (CYb) mRNA, which indicates gRNA redundancy in T. brucei. All four gRNAs appear functional since they occur in chimeras, some of which contain an interesting gRNA 3' "extension." The gRNAs are encoded in different minicircles, rather than maxicircles as in other species. However, these gRNA genes are not between 18-base pair repeats as are the other minicircle gRNA genes in T. brucei. The three minicircles cloned contain the same gRNA genes, one of which is substantially diverged, all in the same order, indicating that they are related. CYb gRNA is less abundant in procyclic than bloodstream forms. Procyclic forms contain abundant edited CYb mRNA unlike bloodstream forms thus suggesting that CYb mRNA editing may be regulated at the level of gRNA utilization.

Animals↗

RAPID-DASH: Fast and Efficient Assembly of Guide RNA Arrays for Multiplexed CRISPR-Cas9 Applications.

Guide RNA (gRNA) arrays can enable targeting multiple genomic loci simultaneously using CRISPR-Cas9. In this study, we present a streamlined and efficient method to rapidly construct gRNA arrays with up to 10 gRNA units in a single day. We demonstrate that gRNA arrays maintain robust functional activity across all positions, and can incorporate libraries of gRNAs, combining scalability and multiplexing. Our approach will streamline combinatorial perturbation research by enabling the economical and rapid construction, testing, and iteration of gRNA arrays. To facilitate the adaptation of this approach, we have made a web tool to design oligo sequences necessary to assemble gRNA arrays.

CRISPR-Cas9↗

Characterization of two kinds of subgenomic RNAs produced by citrus leaf blotch virus.

Citrus leaf blotch virus (CLBV) has a single-stranded, positive-sense, genomic RNA (gRNA) organized in three ORFs, which encode a polyprotein involved in replication (RP), a potential movement protein (MP), and coat protein (CP). Northern blot hybridization of total, virion, or double-stranded RNA with probes of different gRNA regions revealed that CLBV produces two 3'-coterminal and two 5'-coterminal subgenomic RNAs (sgRNAs). The 3'-coterminal sgRNAs contain the MP (3'MP sgRNA) and CP (3'CP sgRNA) genes and untranslated regions (UTRs) of 123 and 284 nt, respectively, at their 5' end. These sgRNAs start with a hexanucleotide which is also present at the 5' terminus of the gRNA. The 5'-coterminal sgRNAs have 6795 and 5798 nt, colinear with the gRNA, and contain ORF1 and most MP gene (5'RPMP sgRNA) and most ORF1 (5'RP sgRNA), respectively. Their 3' termini map 35 and 40 nt upstream of the transcription initiation of the 3'CP and 3'MP sgRNAs, respectively, next to a potential promoter element. Our results suggest that, as in alphaviruses, CLBV internal genes are expressed via 3'-coterminal sgRNAs transcribed from the minus gRNA strand. The 5'-coterminal sgRNAs may result from early termination of the gRNA during the plus-strand synthesis.

Base Sequence↗

Trypanosome U-deletional RNA editing involves guide RNA-directed endonuclease cleavage, terminal U exonuclease, and RNA ligase activities.

We have studied the mechanism of accurate in vitro RNA editing of Trypanosoma brucei ATPase 6 mRNA, using four mRNA-guide RNA (gRNA) pairs that specify deletion of 2, 3, or 4 U residues at editing site 1 and mitochondrial extract. This extract not only catalyzes deletion of the specified number of U residues but also exhibits a novel endonuclease activity that cleaves the input pre-mRNA in a gRNA-directed manner, precisely at the phosphodiester bond predicted in a simple enzymatic model of RNA editing. This cleavage site is inconsistent with a chimera-based editing mechanism. The U residues to be deleted, present at the 3' end of the upstream cleavage product, are then removed evidently by a 3' U-specific exonuclease and not by a reverse reaction of terminal U transferase. RNA ligase can then join the mRNA halves through their newly formed 5' P and 3' OH termini, generating mRNA faithfully edited at the first editing site. This resultant, partially edited mRNA can then undergo accurate, gRNA-directed cleavage at editing site 2, again precisely as predicted by the enzymatic editing model. All of these enzymatic activities cofractionate with the U-deletion activity and may reside in a single complex. The data imply that each round of editing is a four-step process, involving (i) gRNA-directed cleavage of the pre-mRNA at the bond immediately 5' of the region base paired to the gRNA, (ii) U deletion from or U addition to the 3' OH of the upstream mRNA half, (iii) ligation of the mRNA halves, and (iv) formation of additional base pairing between the correctly edited site and the gRNA that directs subsequent nuclease cleavage at the next editing site.

Animals↗

An intragenic guide RNA location suggests a complex mechanism for mitochondrial gene expression in Trypanosoma brucei.

In Trypanosoma brucei, two classes of transcripts are produced from two distinct mitochondrial genome components. Guide RNAs (gRNAs) are usually minicircle encoded and exist as primary transcripts, while the maxicircle-encoded rRNAs and mRNAs are processed from a polycistronic precursor. The genes for the gRNAs gMURF2-II and gCYb(560) each have uncommon kinetoplast DNA (kDNA) locations that are not typically associated with transcription initiation events. We demonstrate that the conserved maxicircle gRNA gMURF2-II has an unusual location within the ND4 gene. This is the first report of a completely intragenic gene in kDNA. In addition, the gMURF2-II and ND4 transcripts are generated by distinctly different events; the ND4 mRNA is processed from a polycistronic precursor, while transcription of the gRNA initiates downstream of the 5' end of the ND4 gene. The gCYb(560) gene has an atypical minicircle location in that it is not flanked by the inverted repeat sequences that surround the majority of minicircle gRNA genes. Our data indicate that the mature gCYb(560) gRNA is also a primary transcript and that the 5'-end heterogeneity previously observed for this gRNA is a result of multiple transcription initiation sites and not of imprecise 5'-end processing. Together, these data indicate that gRNA genes represent individual transcription units, regardless of their genomic context, and suggest a complex mechanism for mitochondrial gene expression in T. brucei.

Animals↗

Mitochondrial glutamate dehydrogenase from Leishmania tarentolae is a guide RNA-binding protein.

To identify specific proteins interacting with guide RNAs (gRNAs) in mitochondrial ribonucleoprotein complexes from Leishmania tarentolae, fractionated and unfractionated mitochondrial extracts were subjected to UV cross-linking with added labeled gRNA and also with [alpha-32P]UTP-labeled endogenous RNA. An abundant 110-kDa protein (p110) localized in the T-V complex, which sediments in glycerol gradients at the leading edge of the 10S terminal uridylyltransferase peak, was found to interact with both types of labeled RNAs. The p110 protein was gel isolated and subjected to microsequence analysis, and the gene was cloned. The sequence revealed significant similarity with mitochondrial glutamate dehydrogenases. A polyclonal antiserum was raised against a recombinant fragment of the p110 gene and was used to demonstrate a stable and specific gRNA-binding activity by coimmunoprecipitation and competitive gel shift analyses. Complex formation was strongly inhibited by competition with poly(U) or by deletion or substitution of the gRNA 3' oligo(U) tail. Also, addition of a 3' oligo(U) tail to an unrelated transcript was sufficient for p110 binding. Both the gRNA-binding activity of the p110 protein and in vitro gRNA-independent and gRNA-dependent uridine insertion activities in the mitochondrial extract were inhibited by high concentrations of dinucleotides.

Amino Acid Sequence↗

The 5'-terminal region of the apocytochrome b transcript in Crithidia fasciculata is successively edited by two guide RNAs in the 3' to 5' direction.

We analyzed the chimeric guide RNA (gRNA)-mRNA molecules in Crithidia fasciculata that are predicted to transiently exist in editing of the 5'-terminal domain of apocytochrome b (CYb) mRNA, by polymerase chain reaction amplification and DNA sequencing, and obtained evidence suggesting that among the 14 editing sites numbered from 3' to 5', the sequence in the 3'-half of the sites (3' block) was specified by one guide RNA species (gRNA-I) and that in the remaining half of the sites (5' block) by the other guide RNA species (gRNA-II) and that the direction of editing in each block was 3' to 5'. The predicted transition site of editing by two gRNAs was between the first and second U residues from the 3' end within editing site 7. We found that a stretch of the edited sequence in the 3' block of mRNA could form a stable duplex with a stretch immediately upstream of the guide sequence in gRNA-II. The result leads to a successive editing model that the 3' block of pre-edited mRNA is first edited by gRNA-I, and after completion of editing, the 5' portion of gRNA-II pairs with the edited mRNA for editing of the 5' block.

Animals↗