There is an urgent need to develop the next-generation vectors for gene therapy of muscle disorders, given the relatively modest advances in clinical trials. These vectors should express substantially higher levels of the therapeutic transgene, enabling the use of lower and safer vector doses. In the current study, we identify potent muscle-specific transcriptional cis-regulatory modules (CRMs), containing clusters of transcription factor binding sites, using a genome-wide data-mining strategy. These novel muscle-specific CRMs result in a substantial increase in muscle-specific gene transcription (up to 400-fold) when delivered using adeno-associated viral vectors in mice. Significantly higher and sustained human micro-dystrophin and follistatin expression levels are attained than when conventional promoters are used. This results in robust phenotypic correction in dystrophic mice, without triggering apoptosis or evoking an immune response. This multidisciplinary approach has potentially broad implications for augmenting the efficacy and safety of muscle-directed gene therapy.
Hereditary muscle disorders are characterized by significant morbidity and mortality due to skeletal muscle and cardiac dysfunction1. Most of these diseases lack effective treatment, which underscores their unmet medical need. In view of recent clinical successes2,3,4,5, gene therapy offers promising therapeutic perspectives for many genetic diseases, including muscle disorders. Most importantly, muscle-directed gene therapy constitutes the basis of the first regulatory approved gene therapy product6,7,8,9.
Most common hereditary muscle disorders are caused by single gene defects. In particular, Duchenne muscular dystrophy (DMD) affects 1 in 3500 live newborn males and is caused by mutations in the dystrophin (DYS) gene10. Patients typically die at an early age from cardiopulmonary failure after progressive muscle deterioration11. Long-term expression and therapeutic effects have been reported after gene therapy using adeno-associated viral vectors (AAVs) in animal models12,13,14,15. Typically, for gene therapy of DMD, truncated versions of the dystrophin gene are used (i.e., micro-dystrophin)16,17 that can readily be accommodated into these AAV vectors. In addition to correcting muscle diseases per se, the muscle is also an attractive target for delivery of secreted proteins into the circulation after gene therapy given its secretory capacity18,19.
Despite its promise, it has been particularly challenging to achieve robust and widespread expression of a given therapeutic gene in the skeletal muscle18,20,21,22. For instance, clinical trials for DMD establish proof of concept that targeting the muscle by gene therapy is feasible, though the overall therapeutic benefits were limited20,23. Moreover, muscle-directed oligonucleotide-mediated exon-skipping strategies did not yet yield the expected outcome in pivotal trials in patients suffering from DMD24,25, despite increased dystrophin-expression26,27. Though increasing the vector doses may result in more efficient gene transfer, this concomitantly increases the risk of triggering inadvertent immune reactions28,29. Hence, to overcome these limitations, it is mandatory to develop more potent gene therapy vectors containing novel promoters that outperform conventional ones22,30,31 and that consequently allow for high and widespread muscle-specific expression at lower and safer vector doses.
In the current study, we use genome-wide data-mining to identify robust transcriptional cis-regulatory modules (CRMs) that are effective in boosting transcriptional targeting up to 400-fold in skeletal muscle. This multidisciplinary approach provides new insights into regulatory motifs and their relative strength in conferring muscle-specific transcriptional control. These novel muscle CRMs increase expression of micro-dystrophin (MD1)16,17 and follistatin (FST344), a known myostatin inhibitor32, after gene therapy with serotype 9 adeno-associated viral vectors (AAV9)33,34. This results in sustained phenotypic correction in dystrophic mice without any discernable immune complications.
Computational identification of Sk-CRM
To design robust muscle-specific gene therapy vectors, we relied on a multistep computational approach (Fig. 1a) that allowed us to identify novel evolutionary conserved skeletal muscle-specific cis-regulatory modules (designated as Sk-CRMs) associated with genes that are highly expressed in the skeletal muscle (Table 1 and Supplementary Table 1). Using this computational approach, we have identified seven different Sk-CRMs based on human sequences ranging from sizes 344 bp to 519 bp (Table 1, Supplementary Table 1, and Supplementary Fig. 1). These Sk-CRMs comprised binding sites for seven different transcription factors (TFs) including E2A, CEBP, LRF, MyoD, SREBP, Tal1, PPAR (Table 1; Supplementary Fig. 1, and Supplementary Table 2). The Sk-CRM elements (i.e., Sk-CRM1 to Sk-CRM7) corresponded to transcription factor binding site (TFBS) clusters in the promoters or introns of the following muscle-specific genes: ATP2A1 (Sk-CRM1), TNNI1 (Sk-CRM2, Sk-CRM3), MYLPF (Sk-CRM4); MYH1 (Sk-CRM5), TPM3 (Sk-CRM6), ANKRD2 (Sk-CRM7) (Table 1, Supplementary Table 1, and Supplementary Fig. 1). Several Sk-CRMs contain identical TFBS but each Sk-CRM is unique with respect to the specific TFBS arrangement. These distinct Sk-CRMs, therefore, contained a molecular signature that is characteristic of genes that are highly expressed in the muscle. The selected Sk-CRMs were relatively conserved in evolution (Supplementary Fig. 1), suggesting strong selective pressure to maintain these particular TFBS combinations to enable high muscle-specific expression. The use of these evolutionary conserved human Sk-CRMs increased the likelihood that their potency and specificity is preserved following clinical translation.
In vivo identification of robust muscle-specific Sk-CRM
An in vivo screening of these Sk-CRMs was subsequently performed to identify the most robust elements. To achieve this, we cloned the different Sk-CRMs upstream of a desmin (Des) promoter (Fig. 1b) that drove the expression of a luciferase (Luc) reporter gene. The Des promoter was chosen since it is known to confer relatively high levels of skeletal muscle and heart-specific transgene expression35. The constructs were packaged using AAV serotype 9 (AAV9) to maximize skeletal muscle and cardiac-specific gene transfer36,37,38. The scAAV9-Sk-CRM-Des-Luc vectors containing either Sk-CRM1, Sk-CRM2, Sk-CRM3, Sk-CRM4, Sk-CRM6, or Sk-CRM7 (Fig. 1c) were then intravenously injected at a dose of 5 × 109 vg/mouse into neonatal CB17/IcrTac/Prkdcscid mice. Bioluminescence imaging revealed that 6 out of 6 (100%) (Fig. 2a–c) different Sk-CRMs that were tested in vivo significantly augmented expression of the luciferase reporter gene from the Des promoter in distinct skeletal muscle groups but not in other organs. Most importantly, the Sk-CRM4 element resulted in an unprecedented and significant 200 to 400-fold increase (t-test; p < 0.05) in luciferase expression (based on total photon flux) from the Des promoter in different muscle groups (i.e., gastrocnemius, tibialis, quadriceps, biceps, and triceps) (Fig. 2d), compared to controls without Sk-CRM4. This was consistent with a significant (t-test; p < 0.01) 60 to 200-fold increase in Luc mRNA expression in these different muscle groups when the Sk-CRM4 was used in combination with the Des promoter (Fig. 2e). Linear regression analysis confirmed a strong correlation between the luciferase activity and the Luc mRNA levels in the different muscle groups (correlation coefficient R2 = 0.8). Interestingly, the Sk-CRM4 element also increased luciferase expression in the diaphragm (i.e., 35-fold) (Fig. 2b–d) but to a lesser extent than in the other skeletal muscles. This difference likely reflects the lower intrinsic activity of the Des promoter in the diaphragm (Fig. 2b). Alternatively, the reduced transduction efficiency with AAV9 in diaphragm compared to most of the other muscle groups may also have contributed to the difference in luciferase expression (Supplementary Fig. 2). Moreover, the selected Sk-CRMs also significantly increased expression in the heart, reflecting the tropism of AAV9 and the specificity of the Des promoter (Fig. 2b, c). In particular, the most robust and significant (t-test; p < 0.05) increase in cardiac expression was achieved with the Sk-CRM4 (i.e., 36-fold) or Sk-CRM3 elements (i.e., 65-fold) (Fig. 2d).
Despite the relatively broad tissue-tropism of AAV9 (Supplementary Fig. 2), luciferase reporter gene expression was mainly restricted to skeletal muscle and heart. In particular, liver, kidney, spleen, and the brain showed no or only limited luciferase expression with any of the Sk-CRMs (Fig. 2c and Supplementary Fig. 3). Nevertheless, low-level expression was apparent in the lung (Supplementary Fig. 3), albeit substantially less compared to that in skeletal muscle or heart (Fig. 2c), particularly when the most robust Sk-CRM4 was employed.
The computational algorithm predicted that Sk-CRM4 contained clusters of TFBS, including CEBP and SRF (Table 1, Supplementary Tables 1 and 2, and Supplementary Fig. 1). We, therefore, experimentally confirmed the binding of CEBP and SRF, on the most potent Sk-CRM4 element by chromatin immunoprecipitation (ChIP) using gastrocnemius muscle and heart from mice that were injected with the scAAV9-Sk-CRM4-Des-Luc vector. In particular, the ChIP assay revealed a significant 23-fold enrichment in the case of both CEBP and SRF on the Sk-CRM4 element over the negative control for the gastrocnemius muscle. Similarly, a specific 12-fold enrichment in case of CEBP and a 26-fold enrichment for SRF on the Sk-CRM4 element over the negative control were apparent in the heart (Fig. 2f). Taking into account that the computational motif search tool estimates the overall probability of a TF binding to a given promoter region, these ChIP assay results suggest binding of the respective TFs on a promoter region of the MYLPF gene, that encompasses the corresponding TFBS elements. Hence, these ChIP assay results suggest that TF binding on the corresponding TFBS elements likely contributed to the increased transcriptional activity, which in turn resulted in higher protein expression levels.
In vivo validation of Sk-CRM4 fragments
Subsequently, we assessed whether smaller fragments of the computationally defined Sk-CRM4 element, were capable of producing an effect similar to what could be achieved with the full-length Sk-CRM4. Moreover, since the initial screening was conducted in neonates (Fig. 2), it was important to also confirm the Sk-CRM4 effect in adult mice (Fig. 3). These Sk-CRM4 fragments (designated as Sk-CRM4a, Sk-CRM4b, Sk-CRM4c, Sk-CRM4d, and Sk-CRM4e) were identified by selecting out smaller fragments within the full-length Sk-CRM4 containing dense clusters of TFBS (Table 1, Supplementary Fig. 1, and Supplementary Table 1). The scAAV9-Sk-CRM-Des-Luc vectors (containing either the full-length Sk-CRM4 or its Sk-CRM4a, Sk-CRM4b, Sk-CRM4c, Sk-CRM4d, and and Sk-CRM4e fragments) were then intravenously injected at a dose of 1010 vg/mouse into adult CB17/IcrTac/Prkdcscid mice. The scAAV9-Des-Luc vector was used as control. Bioluminescence imaging revealed that the full-length Sk-CRM4 resulted in a significant and robust increase in skeletal muscle-specific expression (up to 100-fold), compared to the control vector without Sk-CRM4, in adult mice with no increased expression in other non-target tissues (Fig. 3 and Supplementary Fig. 4). Though the five different Sk-CRM fragments significantly augmented expression in the different skeletal muscle groups and in the heart, the overall effect was more modest (typically 3 to 9-fold) than what could be achieved with the full-length Sk-CRM4 element. This indicates that it is the specific combination of all TFBS clusters within the full-length Sk-CRM4 element that is required to confer high levels of transgene expression in the targeted skeletal muscles and heart.
Comparison of promoter strength with conventional promoters
The performance of the Sk-CRM4/Des chimeric promoter was subsequently compared with that of CMV and the synthetic SPc5-12 promoter, commonly used for muscle gene therapy. We also combined the most robust Sk-CRM4 element with the SPc5-12 promoter to assess whether it can further increase its strength, as in the case of the Des promoter. The scAAV9-Sk-CRM4-Des-Luc, scAAV9-Des-Luc, scAAV9-Sk-CRM4-SPc5-12-Luc, scAAV9-SPc5-12-Luc, or scAAV9-CMV-Luc vectors (Fig. 1b–f) were injected intravenously at a dose of 1010 vg/mouse in adult CB17/IcrTac/Prkdcscid mice. Bioluminescence analysis in vivo (Fig. 4a) or ex vivo (Fig. 4b) on the isolated muscles revealed that the Sk-CRM4/Des combination was the most robust Sk-CRM/promoter combination. In particular, compared to CMV, a significant 25 to 173-fold increase (t-test; p < 0.01) in transgene expression from the different skeletal muscles could be attained. Moreover, a significant 12 and 18-fold increase (t-test; p < 0.05) in luciferase expression could be achieved with Sk-CRM4/Des in the diaphragm and heart, respectively (Fig. 4c). Most importantly, Sk-CRM4/Des also outperformed the SPc5-12 and the Sk-CRM4/SPc5-12 promoters (Fig. 4c). These results suggested that the Sk-CRM4 element did not only increase expression from the Des promoter but also boosted the performance of the SPc5-12 promoter in skeletal muscle and heart, although to a lesser extent than in the case of the Des promoter. In particular, when comparing the Sk-CRM4/SPc5-12 chimeric promoter with the SPc5-12 promoter, a 15- to 30-fold increase in expression was attained (based on total flux data from different muscles not including diaphragm). This indicates that the Sk-CRM4 element has the potential to augment expression from different muscle-specific promoters, the extent of which varies depending on the intrinsic strength of those promoters.
Therapeutic validation in a dystrophic mouse model
We subsequently validated the performance of the Sk-CRM4/Des chimeric promoter in a preclinical gene therapy setting. We, therefore, generated AAV9 vectors expressing either a truncated codon-usage optimized human micro-dystrophin (MD1Δ) (Fig. 1g) or a human follistatin cDNA (FST344) (Fig. 1k). Injection of ssAAV9-Sk-CRM4-Des-MD1Δ by itself or in combination with ssAAV9-Sk-CRM4-Des-FST in SCID/mdx mice resulted in widespread MD1 expression in heart and skeletal muscles (Fig. 5a, b), consistent with a significant percentage (Fig. 5c) of dystrophin-positive fibers (DYS+) in both heart and skeletal muscle compared to untreated control SCID/mdx mice. Similarly, injection of ssAAV9-Sk-CRM4-Des-FST by itself or in combination with AAV9-Sk-CRM4-Des-MD1Δ resulted in significantly higher FST protein levels (Fig. 5d) expression in skeletal muscle compared to untreated control SCID/mdx mice. These results were consistent with significantly elevated levels of MD1Δ or FST transcripts in transduced skeletal muscle and heart of SCID/mdx mice (Fig. 5e).
SCID/mdx mice treated with the ssAAV9-Sk-CRM4-Des-MD1Δ and ssAAV9-Sk-CRM4-Des-FST alone or in combination, outperformed the untreated control mice in treadmill test 16 weeks post vector injection (Fig. 6a). In particular, the performance of dystrophic mice treated with the ssAAV9-Sk-CRM4-Des-MD1Δ or ssAAV9-Sk-CRM4-Des-FST vector increased with 300% (t-test; p < 0.001) and 250%, respectively, compared to untreated dystrophic mice. Most importantly, the performance of dystrophic mice that received combination gene therapy by co-delivery of both ssAAV9-Sk-CRM4-Des-MD1Δ and ssAAV9-Sk-CRM4-Des-FST showed a robust 356% increase, compared to untreated dystrophic mice (Fig. 6a). This was consistent with a significant 1.8-fold increase (t-test; p < 0.05) in absolute tetanic contraction force ex vivo on isolated extensor digitorum longus (EDL) muscle from SCID/mdx mice that received the combination gene therapy, approximating the EDL absolute contraction force in wild-type C57BL/6 mice (191 + 58 mN in MD1Δ/FST-treated SCID/mdx; 105 + 13 mN in untreated SCID/mdx; 232 + 42 mN wild-type C57BL/6).
We subsequently corroborated the functional correction after gene therapy by histopathological examination of the skeletal muscle. The central localization of the nucleus in the muscle fibers is one of the hallmarks of muscular dystrophy, as opposed to peripheral nuclear localization in normal, non-dystrophic muscle fibers. Hematoxylin and eosin staining of the tibialis anterior muscle revealed a significant reduction (t-test; p < 0.0001) in centrally nucleated muscle fibers after systemic gene therapy with ssAAV9-Sk-CRM4-Des-MD1Δ and/or ssAAV9-Sk-CRM4-Des-FST compared to non-treated SCID/mdx mice (Fig. 6b, c). Moreover, the combination therapy based on co-delivery of both ssAAV9-Sk-CRM4-Des-MD1Δ and ssAAV9-Sk-CRM4-Des-FST resulted in an even more pronounced and significant effect (t-test; p < 0.001) on the nuclear re-localization towards the muscle fiber periphery than by either of the single vector treatments (Fig. 6b, c). Furthermore, the fiber cross-sectional area also increased after gene therapy with the Sk-CRM4-based vectors. In particular, treatment of SCID/mdx mice with the ssAAV9-Sk-CRM4-Des-MD1Δ vector significantly increased the cross-sectional area 130% (t-test; p < 0.001) (Fig. 6d) compared to untreated SCID/mdx mice. The effect was even 250% greater following ssAAV9-Sk-CRM4-Des-FST treatment (t-test; p < 0.0001), exceeding the fiber cross-sectional area typically observed in wild-type mice (Fig. 6d). The maximum effect could be attained upon co-delivery of ssAAV9-Sk-CRM4-Des-MD1Δ and/or ssAAV9-Sk-CRM4-Des-FST resulting in a 285% increase in fiber cross-sectional area (t-test; p < 0.001). In conclusion, the impact of gene therapy on the improvement of the histopathological features characteristic of a dystrophic phenotype was consistent with its effect on overall physical performance and muscle function.
Comparative analysis of therapeutic efficiency
The performance of the Sk-CRM4/Des chimeric promoter was subsequently compared with other conventional promoters, such as Des and CMV (Fig. 1i, j, l, m), which are generally used for therapeutic gene expression in skeletal muscles and being used in clinical trials for muscle-directed gene therapy. Comparative functional analysis 16 weeks post-injection (Fig. 7a) revealed that robust and sustained phenotypic correction could be achieved in SCID/mdx mice co-injected with the ssAAV9-SkCRM4-Des-MD1 (Fig. 1i) and ssAAV9-SkCRM4-Des-FST (Fig. 1l) vectors resulting in a normalization of the running distance covered, comparable to that of wild-type mice (Student’s two-tailed t-test; p-value = 0.6245, non-significant). This represent a robust ≈800% improvement in distance traveled compared to the untreated dystrophic SCID/mdx mice (t-test; p < 0.01). Hence, this is consistent with a bona fide cure of muscular dystrophy in this preclinical model when the next-generation AAV9 vectors that expressed the MD1 and FST genes from the de novo designed SkCRM4-Des promoter. Most importantly, the therapeutic effect was significantly increased (t-test; p < 0.05) when the SkCRM4/Des promoter was used compared to when the therapeutic MD1 and FST genes were driven from either CMV or Des promoters (Fig. 7a).
Next, the MD1 and FST mRNA and protein expression levels were determined using qRT-PCR (Fig. 7b) and ELISA (Fig. 7c) or western blotting (Fig. 7d), respectively. The new muscle-specific Sk-CRM4/Des chimeric promoter led to a robust increase in MD1 and FST (Figs. 7b and 8b) mRNA expression levels compared to when CMV or Des promoters were used, as control. This translated in a significant (t-test; p < 0.01) increase in MD1 in heart, diaphragm and skeletal muscle (gastrocnemius) (Fig. 7d) and FST (Fig. 7c) protein expression when the Sk-CRM4/Des chimeric promoter was used compared to the CMV or Des promoters. The western blot analysis confirmed that MD1 had the expected molecular weight (136 kD) (Fig. 7d and Supplementary Fig. 6). Hence, the increased therapeutic efficacy with the next-generation AAV vectors expressing the MD1 and FST therapeutic genes from the Sk-CRM4/Des chimeric promoter was consistent with the increase in MD1 and FST expression. These results suggested that the use of the Sk-CRM4/Des chimeric promoter provided an effective and sustained therapeutic effect that is significantly more robust compared to conventional promoters typically used for DMD gene therapy.
In addition to the SCID/mdx model, the efficacy of the Sk-CRM4/Des constructs for DMD treatment was also validated in an immunocompetent dystrophic mouse model (mdx) and compared with conventional promoters (Fig. 8a–c). Co-injection of mdx mice with the ssAAV9-SkCRM4-Des-MD1 and ssAAV9-SkCRM4-Des-FST vectors resulted in a significant increase (t-test; p < 0.05) in therapeutic efficacy based on a treadmill assay, at all vector doses tested, consistent with a significant increase in MD1 or FST mRNA (Fig. 8b) or protein expression levels (Fig. 8c). Notably, even at a fivefold lower vector dose (i.e., 1011 vg) the SkCRM4-Des-containing vectors outperformed the vectors that expressed the MD1 or FST therapeutic transgenes from either the CMV or Des promoters resulting in higher transgene expression levels resulting in a significant increase in overall therapeutic efficacy. Collectively, these results indicate that this new SkCRM4 transcriptional element lowers vector dose requirement.
Lastly, we examined the extent of the apoptosis using a TUNEL assay. Analysis of skeletal muscle (tibialis anterior) from mdx mice injected with the different AAV9 vectors expressing MD1 or FST from the SkCRM4-Des, Des or CMV promoters (at 5 × 1011 vg/mouse for each vector) revealed that there was no significant increase in apoptotic cells compared to untreated control mdx or wild-type control mice (Supplementary Fig. 7a). Moreover, immunohistochemistry for staining CD4 and CD8-positive T cells in the muscles revealed no significant increase in T-cell infiltration in skeletal muscle from mdx mice injected with the various AAV9 vectors expressing MD1 or FST from the SkCRM4-Des, Des or CMV promoters (Supplementary Fig. 7b). Hence, this indicates that over-expression of MD1 or FST in the skeletal muscle with the next-generation ssAAV9-SkCRM4-Des-MD1 and ssAAV9-SkCRM4-Des-FST vectors was considered to be relatively safe.
In this study, we have identified novel and potent muscle-specific CRMs using an improved genome-wide computational algorithm. In particular, the most potent Sk-CRM4 element resulted in a substantial improvement in transcription (up to 400-fold) when combined with the muscle-specific desmin promoter, one of the most commonly used muscle-specific promoters35,39,40. In addition, a 36-fold increase in cardiac expression could be attained. To our knowledge, this type of computational vector design represents the first of its kind to improve the performance of a gene therapy vector for muscle-directed gene therapy, yielding an unprecedented increase in muscle-specific gene expression. Indeed, our previously identified cardiac-specific CRM failed to increase muscle-specific expression from the synthetic SPc5-12 promoter, in contrast to the present study41. Moreover, the muscle-specific Sk-CRM4/Des chimeric promoter outperformed the commonly used CMV promoter, up to 100- to 200-fold in most muscle groups and thus provides an attractive alternative34,42. In particular, the CMV promoter was employed to drive expression of the lipoprotein lipase (LPLS447X) gene that constitutes the basis of the first approved AAV-based gene therapy product6,7. Our current results underscore the potential of these computationally designed CRMs to improve the efficacy of skeletal muscle-directed and cardiac gene therapy of DMD, with broad implications for other muscle disorders. In particular, the combination of the de novo designed Sk-CRM/Des muscle-specific promoter with the use of the AAV9 muscle-tropic serotype resulted in widespread expression of reporter or therapeutic genes (i.e. micro-dystrophin, follistatin) in heart and skeletal muscle following systemic gene delivery in neonatal or adult mice. This was consistent with robust phenotypic correction of the dystrophic phenotype in DMD mice resulting in long-term improvement of the physical performance and restoration of several characteristic dystrophic pathophysiological features, particularly increased muscle fiber size and re-localization of the fiber nuclei from the nuclei towards the periphery. Previous efforts to augment muscle-directed gene expression by promoter optimization and/or AAV capsid engineering typically resulted in more modest and incremental increases in gene expression. Moreover, though muscle-specific promoters are often preferred by virtue of their tissue-specificity, they typically yield much lower expression levels than ubiquitously expressed promoters like CMV35 that are sometimes prone to transcriptional silencing in vivo43. The incorporation of the Sk-CRM4 element upstream of the desmin (Des) promoter overcomes this limitation by boosting muscle-specific gene expression levels by several orders of magnitude, based on reporter genes (i.e., luciferase). The generation of synthetic muscle-specific promoters (i.e., SPc5-12) by molecular assembly and selection of muscle-specific TFBS combinations in muscle cell lines in vitro has been proposed as an alternative strategy to boost muscle-specific gene expression31,44. However, this in vitro selection approach resulted in a relatively modest and incremental six-fold increase in muscle-specific expression relative to the CMV promoter, which is in contrast to the robust 100-fold increased expression attained with the computationally designed Sk-CRM4/Des chimeric promoter relative to CMV. In particular, head-to-head comparative analysis revealed that the Sk-CRM4/Des promoter is 15- to 30-fold more potent than the synthetic SPc5-12 promoter (Fig. 4a–d). The current computational approach distinguishes itself from this synthetic molecular assembly and in vitro selection method by allowing comprehensive and genome-wide identification of evolutionary conserved TFBS clusters that are associated with highly expressed, muscle-specific genes in human muscle in vivo. Consequently, this translated into a more robust increase in expression after gene therapy in vivo, compared to what could be achieved using synthetic promoters obtained by in vitro assembly and selection31,44.
The different muscle-specific human CRMs were retrieved from their natural in vivo context following a genome-wide screening and contained a molecular signature composed of TFBS clusters (containing TFBS for E2A, CEBP, LRF, MyoD, SREBP, Tal1, PPAR) that are characteristic of highly expressed genes in the muscle. In particular, the Sk-CRM4 and Sk-CRM1 elements are among the most potent muscle-specific CRMs that have several TFBS in common (i.e., E2A, LRF, CEBP, and MyoD). They were derived from quintessential human muscle-specific genes MYLPF and APTP2A1 that encode for the myosin light chain and the sarcoplasmic/endoplasmic CA2+ ATPase (SERCA), respectively. Since MYLPF and APTP2A1 are typically highly expressed in fast twitch muscle, this may possibly account for the higher activity of Sk-CRM4 and Sk-CRM1 in the fast twitch skeletal muscles, whereas their activity was lower in low twitch muscle, like diaphragm. Nevertheless, the reduced gene transfer in the diaphragm compared to that in other muscles may also have contributed to the reduced gene expression (Supplementary Fig. 2). The increased protein expression from the CRM-driven constructs correlated strongly with increased transcriptional activity. This was consistent with the increased binding of CEBP and SRF on the MYLPF promoter regions encompassing the respective TFBS that were mapped within the Sk-CRM4 element.
The main advantage of this novel computational approach used to identify the tissue-specific CRMs is that it takes into account the actual context-dependent TFBS interactions from a broad genome-wide perspective in vivo, instead of just relying on the over-representation of a single TFBS in a given tissue-specific CRM. Consequently, this computational analysis is more comprehensive and allows for the identification of TFBS elements that tend to cluster together in CRMs of genes that are highly expressed in the skeletal muscle and the heart (Table 1), based on a differential distance matrix-multidimensional scaling (DDM-MDS)45. DDM-MDS is a count-based method that evaluates the statistical significance of the observed versus expected numbers of TFBSs in the sets of promoters. The main difference with methods that only consider over-representation is that a data structure is used that allows simultaneous evaluation of the degree of association between TFBSs for different TFs. The DDM-MDS method45 produces more relevant and/or reproducible results compared to other methods such as LogicMotif46, POCO47, and CRÈME48. Another advantage of this DDM-MDS approach is does not need to rely on a comprehensive database containing all muscle-specific genes, but merely a gene set corresponding to the most highly expressed genes, The analysis is most robust if we restrict ourselves to a selection of these most highly expressed muscle-specific genes rather than a comprehensive list of all muscle-specific genes (see Supplementary Method). In the current study, the analysis was based on 29 promoters which falls in a similar range as our recent studies, that are based on 43 or 59 to identify cardiac-specific or liver-specific CRMs, respectively41,49,50.
Our computational approach takes into account cross-species evolutionary conservation of the selected Sk-CRM elements (Supplementary Fig. 1). Cross-species comparison significantly improves genome-wide prediction of CRMs51,52. This justifies prioritizing CRMs based on evolutionary conservation. Consequently, such evolutionary conserved CRMs are likely to exhibit the same properties across distinct species with respect to tissue-specificity and expression levels. This is important for gene therapy as tissue-specificity and expression levels based on a given CRM may then likely be conserved in preclinical models and human subjects. This potentially improves the prospects for clinical translation. Indeed, if a sequence is conserved and is associated with highly expressed genes in a given species, it will likely be associated with high expression in other species as well. Nevertheless, evolutionary conservation in as of itself does not necessarily imply that the CRMs are evolutionarily optimized and selected for to maximize expression.
Open chromatin structures, as defined in the ENCODE database53 were considered in the current computational analysis, which distinguishes the current approach from our previous strategies used to maximize tissue-specific gene expression after gene therapy41,49,50. We, therefore, considered chromatin contextual features better describing features like DNA accessibility, nucleosome occupancy, or the presence of specific histone post-translational modifications associated with transcription regulation. In practice, candidate Sk-CRMs were mapped against the human hg19 genome using the blat tool at the UCSC genome browser (https://genome.ucsc.edu). Next, the mapped regions were visualized along the ENCODE Regulation supertrack containing information relevant to regulation of transcription from the ENCODE project. The layered H3K4Me1 and layered H3K27Ac marks are epigenetic signatures often found near regulatory elements, while the DNase I hypersensitivity tracks indicate where chromatin is hypersensitive to cutting by DNase I and are associated with both regulatory regions and promoters. The open chromatin structure is used as a filter in the selection of candidate CRMs because this indicates that, at least in some conditions, a particular genomic region is accessible to TFs. In contrast, some chromatin features may reduce the accessibility of the DNA and therefore impede expression, despite the presence of other favorable features. Moreover, chromatin effects are known to influence expression from AAV vectors as AAV adopts a chromatin-like configuration54,55,56.
Enhancers typically activate gene expression when they are located at far greater distances from the transcriptional start site (TSS). However, such distal enhancers may increase the risk of insertional oncogenesis following vector integration in the target cell genome57,58. Hence, we strategically focused on selecting CRMs that are located within the proximal promoter (i.e., < 2.5 kb from TSS) to diminish the risk of insertional oncogenesis when used in the context of gene therapy. We have previously demonstrated that CRMs that have been identified with the DDM-MDS method and that are located within a 2 kb region from the TSS (i.e., HS-CRM849,50), do not significantly increase the risk of insertional oncogenesis, in normal or highly sensitive tumor-prone mouse models, even when vectors are employed that integrate at high efficiencies in the target cell genome59.
The overall efficiency of this next-generation AAV-based muscle-directed gene therapy compares favorably to the state of the art vectors as higher expression levels could be attained leading to an increased therapeutic efficacy. Previous studies were based on intramuscular AAV injections, which did not allow body-wide expression of the therapeutic micro-dystrophin and consequently resulted in a more modest correction of the dystrophic phenotype30,60. Moreover, substantial correction of the dystrophic phenotype could be achieved in a physical endurance test (i.e., treadmill assay) either using a single or a combination of therapeutic genes (i.e., MD1 or FST).
The overall impact of the Sk-CRM4 element on gene expression may vary depending on the transgene. Indeed, though the Sk-CRM4 element led to a significant increase in both MD1 and FST transcription, the highest relative- increase in mRNA levels was apparent when luciferase was used. Moreover, the significant increase in MD1 and FST protein levels was not directly proportionate to the increased transcription. This suggests that additional, potentially unknown, post-transcriptional or translational bottlenecks may influence gene therapy efficacy. Though over-expressing a potential therapeutic gene might lead to imbalanced protein synthesis followed by muscle fiber death, lack of apoptosis or T-cell infiltration further supports the safety of the current vector designs and allowed for the use of lower vector doses to attain an increased therapeutic effect compared to more conventional vector designs.
Other studies that were based on systemic intravenous injection of AAV vectors encoding therapeutic genes typically required higher vector doses than the therapeutic doses used in the present study16,17 and/or requiring the use of vascular endothelial growth factor (VEGF164), raising additional safety concerns. Lower vector doses may minimize the risk of potential AAV-specific T-cell immune response in human trials and may ease manufacturing constraints. The first gene therapy trials for DMD had been initiated based on intramuscular delivery of an AAV2.5 variant encoding mini-dystrophin20. Overall, dystrophin-expression in patient’s biopsies was either absent or limited. Similarly, the use of oligonucleotide-based exon-skipping approaches failed to demonstrate any long-term effects25,61. The next-generation vector design described in the present study may potentially overcome some of these bottlenecks and pave the way towards clinical applications to treat DMD and other muscle disorders.
Identification of Sk-CRM
We designed a computational approach (Fig. 1a) (Supplementary Methods) to specifically identify robust skeletal muscle CRMs (Sk-CRMs). This approach consisted of five steps: (1) muscle-specific genes were identified that are highly and lowly expressed based on statistical analysis of micro-array expression data of normal human tissues;62,63 (2) publicly available databases were used to extract the corresponding promoter sequences (NCBI36/hg18 genome assembly) (3) a differential distance matrix (DDM)-multidimensional scaling (MDS) approach45 was used to identify the regulatory modules and the TFBS they contain (4) the genomic context of the highly expressed genes was then screened for evolutionary conserved clusters of TFBS (i.e., CRMs). A detailed description of these four successive steps for identification of tissue-specific CRM was described, that led to the identification of robust liver-specific or cardiac-specific CRMs41,49,50. However, in the present study we further refined this computational analysis by adding an extra step that also takes into consideration biochemical features associated with transcription regulation and/or open chromatin structures, as defined in the ENCODE database (Supplementary Methods)53. Six different Sk-CRMs were selected based on this computational analysis (Table 1).
Generation of Sk-CRMs AAV constructs
The CRMs were synthesized by conventional oligonucleotide synthesis (Geneart, Thermo Fisher Scientific, Carlsbad, California, USA) and were flanked with MluI and Acc65I restriction sites at the 5ʹ and 3ʹ’ ends, respectively. After synthesis, the Sk-CRMs were cloned upstream of the desmin (Des) promoter (983 bp) (Invivogen, France) in a self-complementary adeno-associated viral (scAAV) vector64 (kindly provided by Dr. Srivastava, University of Florida College of Medicine, USA). This vector encoded for the firefly luciferase (Luc) reporter gene and also contained the Minute Virus of Mouse (MVM) intron and a simian virus 40 (SV40) polyadenylation site (pA). The corresponding scAAV constructs that contained these Sk-CRM elements were designated as pscAAV-Sk-CRM-Des-Luc (Fig. 1c). An AAV vector without the Sk-CRM was used as control (designated as pscAAV-Des-Luc) (Fig. 1b). For comparison, the most robust Sk-CRM4 (Supplementary Table 1) was cloned in combination with a synthetic promoter (SPc5-12)31, known for expression in the skeletal muscle and heart, within the scAAV vector backbone to drive the luciferase reporter (designated as pscAAV-Sk-CRM4-SPc5-12-Luc) (Fig. 1f). The corresponding control AAV vector without the Sk-CRM4 was also generated (designated as pscAAV-SPc5-12-Luc) (Fig. 1e). Additionally, the cytomegalovirus promoter (CMV)17, often used as gold standard to achieve high expression in the muscle, was cloned into the scAAV backbone encoding luciferase for comparison (designated as pAAV-CMV-Luc-SV40pA) (Fig. 1d). Next, five different sub-fragments of Sk-CRM4 were synthesized by conventional oligonucleotide synthesis and were cloned upstream of the desmin promoter in the same scAAV backbone encoding luciferase. The constructs generated were designated as pssAAV-Sk-CRM(a-e)-Des-Luc. In order to validate these CRMs for gene therapy of DMD, we cloned human micro-dystrophin 1 (MD1)30 or an alternative truncated version (MD1Δ) containing additional deletions of the spectrin-like repeats (Supplementary Fig. 5) and human follistatin (FST344)34 cDNA into a single-stranded AAV (ssAAV) vector driven from the Sk-CRM4/Des chimeric promoter. The MD1 cDNA was flanked by MluI and XhoI restriction sites at the 5ʹ and 3ʹ ends while the FST cDNA was flanked by MluI and SalI restriction sites at the 5ʹ and 3ʹ, respectively, and were synthesized by conventional oligonucleotide synthesis. The Sk-CRM4/Des was cloned upstream of the MVM intron to drive the expression of the MD1 gene or FST gene in the context of a single-stranded adeno-associated viral vector (ssAAV) backbone that also contained a 49 bp synthetic polyadenylation site65. The constructs were designated as pssAAV-Sk-CRM4-Des-MD1 (Fig. 1h) and pssAAV-Sk-CRM4-Des-FST (Fig. 1k), respectively. In this vector, the FST cDNA was linked to a Luc reporter gene via a 2A polypeptide-encoding fragment. Cloning details are available upon request.
AAV vector production and purification
AAV vectors were prepared as described in the Supplementary Methods36. Genome-containing vectors and empty AAV capsid particles were purified by cesium chloride gradient. The vector titer (in vector genomes or vg/ml) for all vectors was determined by quantitative (q)PCR (Supplementary Methods). Typically, vector titers achieved for all vectors were in the range of 5 × 1011–2 × 1012 vg/ml.
This study was carried out in CB17/IcrTac/Prkdcscid mice (Taconic, Denmark), C57BL/6 mice (Janvier Labs, France) or SCID/mdx mice (kindly provided by Dr. Y. Torrente and Mrs. M. Meregalli, University of Milan, Italy). The dystrophic mdx and CB57BL/10ScSnj mice models were purchased from Jackson Laboratory, USA. All animal procedures were carried out at the Vrije Universiteit Brussel and the University of Leuven (Belgium) and were approved by the respective Institutional Animal Ethics Committees (i.e., KU Leuven & VUB Ethische Commissie Dieren—ECD). Mice were housed under specific pathogen-free (SPF)-like conditions; food and water were provided ad libitum. For each cohorts of various experiments, mice were randomly selected from a group of mice of same age and similar weight to standardize control and experimental groups as much as possible. Mice and samples were coded based on the ear tag number. The ear tag number was decoded after conducting the experiment. The designated investigator injecting the vectors was blinded to the experimental outcome. The investigators were blinded to the precise nature of the CRMs or vectors.
In vivo bioluminescence analysis
For the in vivo screening of the AAV vectors containing the different Sk-CRMs and the Luc reporter gene, 2-days old CB17/IcrTac/Prkdcscid mice were intravenously injected into the retro-orbital vein with 50 μl of purified AAV9 vectors (5 × 109 vg/mouse). The experimental mice were subjected to bioluminescence imaging analysis at 5 and 6 weeks post-injection using an in vivo optical imaging system (PhotonImager, Biospace Lab, Paris, France). Alternatively, AAV9 vectors were injected intravenously into the tail vein into adult 6-weeks-old CB17/IcrTac/Prkdcscid adult mice at a dose of 1 × 1010 vg per mouse and analyzed by bioluminescence imaging 2 and 4 weeks post-injection. Before imaging, mice were intravenously administered with a d-luciferin substrate (30 mg/ml) at a dose of 150 mg/kg of body weight. Quantitative image analysis of individual organs was performed at 7 weeks post vector injection for the mice that were injected as neonates and at 6 weeks post vector injection for the injected adult cohorts. In this case, mice were euthanized by cervical dislocation within 1-minute post d-luciferin administration. In vivo bioluminescence was expressed in photons (ph) s-1 cm-2 steradian (sr)-1 and displayed as a pseudo-color overlay onto a gray scale animal image using a rainbow color scale. All images were scaled to the same maximum and minimum, as represented in the color bar.
Transduction efficiency, biodistribution, and mRNA levels
Transduction efficiency and biodistribution was evaluated by quantifying Luc transgene copy numbers in the different organs and tissues, as described in Supplementary Methods. The qPCR results were expressed as mean AAV copy number/100 ng of genomic DNA. To quantify Luc mRNA levels in different tissues real-time qPCR analysis was performed using Luc-specific primers (amplicon 206 bp) (Supplementary Methods). All results were normalized to mRNA levels of the endogenous murine glyceraldehyde-3-phosphate dehydrogenase (Gapdh) gene (amplicon 82 bp).
Chromatin immunoprecipitation assay (ChIP assay)
To verify the biding of selected TF on the cognate TFBS, ChIP assays were performed (Supplementary Methods) 67. Genomic DNA regions of interest were isolated using 4 μg of SRF-specific antibody (sc-335; Santa Cruz Biotechnology, Santa Cruz, CA, USA) or a CEBP-specific antibody (sc-150; Santa Cruz Biotechnology, Santa Cruz, CA, USA). qPCR reactions were carried out in triplicate on specific genomic regions using SYBR Green Supermix (Bio-Rad, USA). The resulting signals were normalized for primer efficiency by carrying out qPCR for each primer pair using the genomic input DNA with Sk-CRM4-specific forward and reverse primers. Negative control primers were purchased from Active Motif (Carlsbad, CA, USA) (#71012) and are specific for non-transcribed gene sequences on chromosome 17.
Analysis of therapeutic efficacy in vivo
Four-weeks-old SCID/mdx or mdx mice were injected intravenously into the tail vein with the indicated doses of the ssAAV9-Sk-CRM4-Des-MD1 (or ssAAV9-Sk-CRM4-Des-DM1Δ) and/or ssAAV9-Sk-CRM4-Des-FST therapeutic vector. Control mice were injected with phosphate buffered saline (PBS). Sixteen weeks post-injection, the treated and control SCID/mdx or mdx mice and wild-type age-matched C57BL/6 or C57BL/10ScSnJ mice were subjected to a treadmill test (Exer-3/6 open treadmill, Columbus Instruments, USA) to determine correction of the dystrophic phenotype. The inclination of the belt was adjusted to 10° uphill before performing the test. The initial speed was set at 10 m min-1 and thereafter the speed was increased by 1 m min-1 every minute. The test was terminated at a point when the mice sat for ≥ 5 s on the pulse grill. At that point the distance covered by the mice was recorded and the total distance covered by the mice during the course of the test was calculated by using the formula, according to the manufacturer’s instructions: distance (in m) = (N + n)/2)*(N − n + 1) where N is the speed (in m min-1) at the point of termination of the test and n is the speed (in m min-1) at the start point of the test.
In vitro analysis of muscle contractile properties
Mice injected with the ssAAV9-Sk-CRM4-Des-MD1Δ and ssAAV9-Sk-CRM4-Des-FST vectors (2 × 1010 vg per mouse) were euthanized 18 weeks post vector administration and the extensor digitorum longus muscle was isolated from each mouse to perform the force test. Age-matched C57BL/6 mice and untreated SCID/mdx mice were used as controls. Functional analysis was performed using an Aurora 1200 A in vitro muscle test system, as previously reported67. Briefly, freshly isolated muscles were electrically stimulated in a temperature-controlled (30° C) chamber, filled with Krebs-Ringer bicarbonate buffer solution containing 10 mM glucose and continuously gassed with 99% O2. The electrical stimulation was performed by means of a couple of platinum electrodes, located 4 mm from each side of the muscle. Tetanic force was evoked by stimulation with a train of 0.2 ms pulses (150 Hz pulses for 0.5 s).
Mice injected with the ssAAV9-Sk-CRM4-Des-MD1Δ and ssAAV9-Sk-CRM4-Des-FST vectors (2 × 1010 vg per mouse) were euthanized 18 weeks post vector injection and the tibialis anterior muscles were harvested for hematoxylin and eosin staining and (Supplementary Methods). For immunofluorescence staining, the heart and the tibialis anterior muscles were subjected to cryofixation and stained for mouse laminin and human dystrophin using specific antibodies and the appropriate fluorescein-isothyocyanate (FITC) or tetramethylrhodamineisothiocyanate-conjugated (TRITC) anti-mouse or anti-rabbit (1:500, Life Technologies, Carlsbad, CA, USA) (Supplementary Methods). Nuclear staining was performed using 4’,6-diamidino-2-phenylindole (DAPI; Hoechst nucleic acid stain, Life technologies, USA) (1:1000 dilution) for 1 h at room temperature. For assessment of the immune response, infiltration of CD4+ and CD8+ T-cells was analyzed. CD4 and CD8-specific antibodies (1:500; Cell signaling, USA) were used as primary antibody to detect mouse T cells. After washing, the samples were subjected to HRP-conjugated secondary antibody (1:2000; Abcam, UK). Substrate was added (3,3’-diaminobenzidine tetrahydrochloride) (DAB kit, Cell signaling, USA) and tissue sections were counterstained using hematoxylin. Spleen sections were used as control. Cellular apoptosis was assessed in situ based on a TUNEL assay. Modified dUTPs were, therefore, incorporated by the enzyme terminal deoxynucleotidyl transferase (TdT) at the 3’-OH ends of fragmented DNA using Click-iT® TUNEL Alexa Fluor647® Imaging Assay (Life Technologies, Carlsbad, CA, USA), according to the manufacturing protocol. Tissue samples were then analyzed under a fluorescent microscope (Nikon Eclipse 80i) and images were processed by NIS Elements 4.30.02 software.
FST enzyme-linked immunosorbent assay
Human FST was quantified from the muscles of SCID/mdx mice by an enzyme-linked immunosorbent assay (ELISA) with a human FST-specific immunoassay kit (Quantikine; R&D Systems, Minneapolis, USA), according to the manufacturer’s protocol. Briefly, total soluble protein was extracted from 50 mg gastrocnemius, quadriceps, and/or tibialis anterior muscle with CelLytic MT Mammalian Tissue Lysis reagent (Sigma, St. Louis, Missouri, USA). A total of 100 μl of lysate was loaded per well, and muscle FST concentrations were determined against a standard curve made with recombinant human FST provided by the manufacturer.
Proteins were extracted from skeletal muscles, diaphragm, or heart by solubilization in lysis buffer (50 mM Tris, 5 mM EDTA, 5% sodium dodecyl sulfate, 5% glycerol) supplied with 1x protease inhibitor cocktails (Thermo Fisher Scientific, USA). The total protein concentrations were determined using RC DC™ Protein Assay (Bio-Rad, USA), per manufacturer’s protocol. Then 50–100 microgram of proteins were mixed with sample buffer (Bio-Rad, USA) and loaded into 4–15% TGX gels (Bio-rad, USA) for sodium dodecyl sulfate-polyacrylamide gel electrophoresis. The proteins were transferred to 0.45 μm polyvinylidene fluoride membranes (Invitrogen, USA) using Towbin buffer (Bio-rad, USA). Membranes were blocked with 3% blotting-grade blocker (Bio-rad, USA) for 1 h at room temperature following by incubation with 1:100 mouse anti-human dystrophin antibody (NCL-DYS3; Novocatsra, UK) or 1:1000 rabbit anti-GAPDH antibody (#2118; Cell Signaling Technology, Netherland) in 3% Blotting-grade blocker. After washing three times with 1x TBS-T buffer, the secondary antibodies compatible with primary antibody, e.g., horseradish peroxidase (HRP)–conjugated 1:2000 goat anti-mouse (#7076; Cell Signaling Technology, Netherland) and 1:10,000 goat anti-rabbit IgG (#7074; Cell Signaling Technology, Netherland) were incubated with the membranes for 1 h at room temperature. Afterward, membranes were washed three times for 5 min each with TBS-T buffer. The chemiluminescent signal was developed using the SuperSignal West Pico PLUS substrate (Thermo Fisher Scientific, USA). The sizes of protein were estimated using MagicMarker XP Protein Standard (LC5602; Invitrogen, USA) (Supplementary Fig. 6). The signals were quantified under Image-J software.
Data were analyzed using Microsoft Excel Statistics package or Prism Graphpad. Values shown in the figures are the mean + s.e.m. Specific values were obtained by comparison using t-test or one-way ANOVA. Samples were tested (n = 3–5, twice) and representative results are shown.
Further information on experimental design is available in the Nature Research Reporting Summary linked to this article.
The authors declare that all data supporting the findings of this investigation are available within the article, its Supplementary Information, and from the corresponding authors, upon reasonable request. All comprehensive western blot images including the molecular weight markers were presented in Supplementary Fig. 6.
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We thank Sabrina D’ Haese for technical assistance and Dr. Yvan Torrente and Mrs. Mirella Meregalli (Stem Cell Laboratory, Department of Neurological Sciences, University of Milan, Italy) for providing the SCID/mdx mice. We thank Dr. Srivastava (University of Gainesville, Florida, USA) for the scAAV backbone. We thank Dr. Y.C. Chai (VUB) for providing general support and administrative assistance. This work was supported by the European Union’s research and innovation program under grant agreement nos. 667751 (MYOCURE), Fonds voor Wetenschappelijk Onderzoek (Flanders Fund for Scientific Research; FWO), VUB Strategic Research Program and VUB Industrieel Onderzoeksfonds (IOF) Groups of Expertise in Applied Research (GEAR) (Project GENECURE), Association Française contre les Myopathies (AFM), and Walter Pyleman Fund and Cremers-Opdebeeck Fund (King Boudewijn Foundation), Telethon Belgium to T.V. and M.C. M.Y.R. received funding from the Patrimonio Autonomo Fondo Nacional de Financiamiento para la Ciencia, la Tecnologia y la Innovacion Francisco José de Caldas, Fundación Cardiovascular de Colombia/Colciencias Fellowship and AFM. T.L. and M.K. are Senior Clinical Investigators of the Research Foundation—Flanders (Belgium) (FWO). The work was also supported by the Hercules grant to T.L., M.K., T.V., and M.K.C. M.L. received funding from the FWO (Aspirant) and Wetenschappelijk Fonds Willy Gepts (Willy Gepts Fund, VUB). G.D. received funding from the Association Française contre les Myopathies (AFM). Funding for open access charge: Fonds voor Wetenschappelijk Onderzoek.
The authors declare no competing interests.
Journal peer review information: Nature Communications thanks the anonymous reviewers for their contribution to the peer review of this work.
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Sarcar, S., Tulalamba, W., Rincon, M.Y. et al. Next-generation muscle-directed gene therapy by in silico vector design. Nat Commun 10, 492 (2019). https://doi.org/10.1038/s41467-018-08283-7
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