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Record W4416757667 · doi:10.1016/j.ejps.2025.107388

Nortriptyline-targeted siRNA-loaded liposomes: Design, affinity, biodistribution, and bioactivity in a murine Herpes Simplex Virus 1 corneal infection model

2025· article· en· W4416757667 on OpenAlexafffund
Doaa Jbara-Agbaria, Neethi Chandra Thathapudi, Marc Groleau, Majd Agbaria, Marie-Claude Robert, Sébastien Talbot, Janet Laganière, May Griffith, Gershon Golomb

Bibliographic record

VenueEuropean Journal of Pharmaceutical Sciences · 2025
Typearticle
Languageen
FieldMedicine
TopicHerpesvirus Infections and Treatments
Canadian institutionsQueen's UniversityUniversité de MontréalHôpital Maisonneuve-Rosemont
FundersNatural Sciences and Engineering Research Council of CanadaCanadian Institutes of Health ResearchVetenskapsrådetKnut och Alice Wallenbergs StiftelseNational Institute of Dental and Craniofacial ResearchCanada Foundation for InnovationIsrael Science FoundationHebrew University of JerusalemFraunhofer-GesellschaftCanadian Cancer Society
KeywordsHerpes simplex virusLiposomeKeratitisTrigeminal ganglionDrug deliveryBiodistributionVirusCell cultureViral load

Abstract

fetched live from OpenAlex

Herpes simplex virus type 1 (HSV1) establishes latency in the trigeminal ganglia and reactivates to cause recurrent infections and severe complications, including herpes simplex keratitis (HSK), the leading cause of infectious corneal blindness in developed countries. We developed and characterized a targeted siRNA delivery system designed to suppress HSV1 by silencing the immediate-early gene ICP0, which encodes a protein essential for lytic infection and viral reactivation. To enhance neuronal accumulation, siRNA-loaded liposomes were decorated with nortriptyline (NTP), a ligand with high affinity for neuronal cells, including those in the trigeminal ganglia. The liposomes were optimized to exhibit nanoscale size, low polydispersity, neutral surface charge, high siRNA loading, spherical morphology, and long-term shelf stability. Studies in cell lines confirmed efficient internalization with good tolerability, and targeted liposomes showed enhanced binding to differentiated PC‑12 neuronal cells, competitively inhibited by free NTP, supporting their targeting specificity. Following retro-orbital administration in mice, NTP-targeted siHSV1 liposomes preferentially accumulated in the trigeminal ganglia. Antiviral efficacy was further assessed by topical application of siHSV1‑loaded liposomes within a biocompatible hydrogel in a murine HSV1 corneal perforation model of HSK. In the corneal limbus, targeted liposomes produced a significant reduction in viral load, whereas in the contralateral trigeminal ganglia, they significantly reduced viral load with a pronounced trend toward decreased ICP0 expression. These results demonstrate the feasibility of using NTP-mediated targeting ligand and support the potential of this delivery platform for treating latent HSV1, warranting further optimization for improved therapeutic efficacy.

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 score0.003

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)0.0000.000

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 head0.091
GPT teacher head0.377
Teacher spread0.286 · 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

Citations0
Published2025
Admission routes2
Has abstractyes

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