ArticleAPL bioengineering2022
Machine learning-informed predictions of nanoparticle mobility and fate in the mucus barrier.
Article in APL bioengineering, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
13 citing papers in PubMed, 16 citations in OpenAlex.
- Review
- An Inverse Transwell Assay for Airway Mucus Barrier Function Reveals both Virus- and Mucin-Specific Impacts on Infection.bioRxiv : the preprint server for biology · 2026Article
- Recent advances in the application of polymeric nanoparticles to the pulmonary delivery of mRNA.Nanomedicine (London, England) · 2026Review
- Applications of AI/ML in accelerating the development of pulmonary drug delivery system.Acta pharmaceutica Sinica. B · 2026Review
- Nanocarrier-Enabled siRNA Therapy for Pulmonary Fibrosis: Pharmacological Rationale, Delivery Barriers, and Translational Opportunities.International journal of nanomedicine · 2026Review
- Article
- Mucus Physically Restricts Influenza A Viral Particle Access to the Epithelium.Advanced biology · 2025Article
- Intranasal and Pulmonary Lipid Nanoparticles for Gene Delivery: Turning Challenges into Opportunities.International journal of nanomedicine · 2025Review
- High-fidelity predictions of diffusion in the brain microenvironment.Biophysical journal · 2024Article
- Mind the gap: Exploring extracellular spaces in the brain with particle tracking and AI.Biophysical journal · 2024Article
- Synthetic mucus barrier arrays as a nanoparticle formulation screening platform.RSC pharmaceutics · 2024Article
- Synthetic mucus barrier arrays as a nanoparticle formulation screening platform.bioRxiv : the preprint server for biology · 2023Article
- Phage-encoded carbohydrate-interacting proteins in the human gut.Frontiers in microbiology · 2022Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors at 1 institution in 1 country.
Funding
Abstract
Nanomaterial diffusion through mucus is important to basic and applied areas of research such as drug delivery. However, it is often challenging to interpret nanoparticle dynamics within the mucus gel due to its heterogeneous microstructure and biochemistry. In this study, we measured the diffusion of polyethylene glycolylated nanoparticles (NPs) in human airway mucus
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.