ArticleJournal of heat transfer2022
Mathematical Model of Macromolecular Drug Transport in a Partially Liquefied Vitreous Humor.
Article in Journal of heat transfer, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
What it found
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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.
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Who cites it
8 citing papers in PubMed, 12 citations in OpenAlex.
- Computational modeling of intravitreal ranibizumab kinetics: Predicting macular drug concentration and half-life.PloS one · 2026Article
- Human nerve growth factor delivery to the retina: Quantitative methodology and mathematical modeling in preclinical settings.PNAS nexus · 2025Article
- Quasi-3D Mechanistic Model for Predicting Eye Drop Distribution in the Human Tear Film.Bioengineering (Basel, Switzerland) · 2025Article
- Computer modeling of bevacizumab drug distribution after intravitreal injection in rabbit and human eyes.Journal of pharmaceutical sciences · 2025Article
- Effective Prediction of Drug Transport in a Partially Liquefied Vitreous Humor: Physics-informed Neural Network Modeling for Irregular Liquefaction Geometry.Engineering applications of artificial intelligence · 2024Article
- An Update to Biomechanical and Biochemical Principles of Retinal Injury in Child Abuse.Children (Basel, Switzerland) · 2024Review
- Flow Characterization in a Partially Liquefied Vitreous Humor.Transport in porous media · 2024Article
- Experimental and mathematical approaches for drug delivery for the treatment of wet age-related macular degeneration.Journal of controlled release : official journal of the Controlled Release Society · 2023Review
Corrections and comments
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Authors and funding
4 authors at 2 institutions in 1 country.
Funding
Abstract
The purpose of this study is to investigate the effect of partial liquefaction (due to ageing) of the vitreous humor on the transport of ocular drugs. In our model, the gel part of the vitreous is treated as a Darcy-type porous medium. A spherical region within the porous part of vitreous is in a liquid state which, for computational purposes, is also treated as a porous medium but with a much higher permeability. Using the finite element method, a time-dependent, three-dimensional model has been developed to computationally simulate (using the Petrov-Galerkin method) the transport of intravitreally injected macromolecules where both convection and diffusion are present. From a fluid physics and transport phenomena perspective, the results show many interesting features. For pressure-driven flow across the vitreous, the flow streamlines converge into the liquefied region as the flow seeks the fastest path of travel. Furthermore, as expected, with increased level of liquefaction, the overall flow rate increases for a given pressure drop. We have quantified this effect for various geometrical considerations. The flow convergence into the liquefied region has important implication for convective transport. One effect is the clear diversion of the drug as it reaches the liquefied region. In some instances, the entry point of the drug in the retinal region gets slightly shifted due to liquefaction. While the model has many approximations and assumptions, the focus is illustrating the effect of liquefaction as one of the building blocks toward a fully comprehensive model.
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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.