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Record W4412488480 · doi:10.1073/pnas.2409266122

Systemic delivery of biotherapeutic RNA to the myocardium transiently modulates cardiac contractility in vivo

2025· article· en· W4412488480 on OpenAlexaff
Vladimir V. Shuvaev, Ying K. Tam, Benjamin W. Lee, Jacob W. Myerson, D. Alan Herbst, Raisa Y. Kiseleva, Patrick M. Glassman, Hamideh Parhiz, Mohamad‐Gabriel Alameh, Norbert Pardi, Hiromi Muramatsu, Tea Shuvaeva, Evguenia Arguiri, Oscar A. Marcos‐Contreras, Elizabeth D. Hood, Taylor V. Brysgel, Jia Nong, Tyler E. Papp, Deborah Eaton, Rachel Riley, Rohan Palanki, Kiran Musunuru, Michael J. Mitchell, Victor A. Ferrari, Barbara L. Mui, Sean C. Semple, Sherry A. Weppler, Pavan Atluri, Kenneth B. Margulies, Drew Weissman, Vladimir R. Muzykantov

Bibliographic record

VenueProceedings of the National Academy of Sciences · 2025
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicRNA Interference and Gene Delivery
Canadian institutionsAcuitas Therapeutics (Canada)
FundersNational Heart, Lung, and Blood InstituteNational Institutes of Health
KeywordsContractilityIn vivoApolipoprotein EEndoplasmic reticulumPharmacologyMedicineChemistryCell biologyInternal medicineBiologyDisease

Abstract

fetched live from OpenAlex

Lipid nanoparticles (LNP) represent a versatile platform for improving delivery of therapeutic nucleic acids. Yet, delivery to the myocardium remains a formidable challenge due to local barriers in the heart and systemic hindrances. In particular, plasma apolipoprotein E (apoE) directs LNP to the liver, limiting potential extrahepatic delivery. Here, we report a cardiotropic LNP (cLNP), which within 30 min post–intravenous injection accumulates in the heart of ApoE knockout ( Apoe −/− ) mice. The findings were confirmed for Apoe −/− rats and for wild-type mice after siRNA-mediated plasma apoE ablation. To test cardiac-specific functional effects as a proof of concept, we used cLNP loaded with siRNA to ATP2A2, encoding the sarcoplasmic-endoplasmic reticulum Ca 2+ ATPase 2a (SERCA2A). This cardiomyocyte-specific protein is a key regulator of contractility and relaxation. Intravenous administration of cLNP/siRNA-ATP2A2 in Apoe −/− mice led to near-complete ablation of SERCA2A in the myocardium and a potent modulation of contractility of the cardiomyocytes obtained from these mice. In summary, cardiotropic nanocarriers may allow the delivery and effect of RNA and other agents to the myocardium. Achieving this unmet medical need promises new types of treatment for heart diseases, which remains the leading cause of death worldwide.

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 score0.002

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 head0.018
GPT teacher head0.285
Teacher spread0.267 · 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

Citations12
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueProceedings of the National Academy of SciencesSame topicRNA Interference and Gene DeliveryFrench-language works237,207