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Record W4410364239 · doi:10.1038/s41467-025-59494-8

DG9 boosts PMO nuclear uptake and exon skipping to restore dystrophic muscle and cardiac function

2025· article· en· W4410364239 on OpenAlexafffund
Md Nur Ahad Shah, Harry Wilton-Clark, Farhia Haque, Laura Edellein Sutanto, Radha Maradiya, Pavel Zhabyeyev, Rohini Roy Roshmi, Saeed Anwar, Tejal Aslesh, Kenji Rowel Q. Lim, Rika Maruyama, Anne Bigot, Courtney S. Young, Scott Bittner, Melissa J. Spencer, Hong M. Moulton, Gavin Y. Oudit, Toshifumi Yokota

Bibliographic record

VenueNature Communications · 2025
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicMuscle Physiology and Disorders
Canadian institutionsMuscular Dystrophy CanadaUniversity of Alberta
FundersCanadian Institutes of Health ResearchGovernment of CanadaMuscular Dystrophy CanadaWomen and Children's Health Research InstituteChildren's Health Research InstituteAlberta InnovatesHeart and Stroke Foundation of Canada
KeywordsFunction (biology)Cell biologyCardiac muscleBiologyChemistryAnatomy

Abstract

fetched live from OpenAlex

Duchenne muscular dystrophy (DMD) is a severe neuromuscular disorder caused by DMD gene mutations, leading to the loss of functional dystrophin. While antisense oligonucleotide (ASO)-mediated exon skipping offers therapeutic potential, its efficacy in cardiac muscle remains limited. Here, we investigate DG9, a cell-penetrating peptide derived from human polyhomeotic 1 homolog (Hph-1) transcription factor, as an enhancer of phosphorodiamidate morpholino oligomer (PMO)-based therapy targeting exon 44. In a humanized DMD mouse model (hDMDdel45;mdx), DG9-PMO significantly increases exon skipping, restores dystrophin expression, and improves muscle function, particularly in the heart. Mechanistically, DG9-PMO enhances intracellular uptake through multiple endocytic pathways and achieves superior nuclear localization. Compared to the benchmark R6G peptide, DG9-PMO exhibits greater efficacy in cardiac tissue with no detectable toxicity. These findings highlight DG9-PMO as a promising next-generation exon-skipping therapy with potential clinical relevance for improving both skeletal and cardiac outcomes in DMD patients. The authors show that the cell-penetrating peptide DG9 enhances PMO delivery to skeletal and cardiac muscles via multiple endocytic pathways. DG9-PMO significantly boosts dystrophin restoration and cardioprotection, addressing a key challenge in the therapy of Duchenne muscular dystrophy.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.008
GPT teacher head0.266
Teacher spread0.259 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations8
Published2025
Admission routes2
Has abstractyes

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Same venueNature CommunicationsSame topicMuscle Physiology and DisordersFrench-language works237,207