Simulation and Artificial Intelligence Method Development for Complex Membrane Transport

A special issue of Membranes (ISSN 2077-0375).

Deadline for manuscript submissions: 10 May 2026 | Viewed by 744

Special Issue Editor


E-Mail Website
Guest Editor
School of Pharmacy and Biomedical Sciences, Portsmouth University, Portsmouth PO1 2DT, UK
Interests: molecular dynamics simulation; artificial intelligence; machine learning; membrane transport; drug permeation; drug delivery; computational modeling; permeability prediction; biological membranes; non-biological membranes; complex membranes; computer-aided drug design
Special Issues, Collections and Topics in MDPI journals

Special Issue Information

Dear Colleagues,

Recent advances in the field of molecular simulation and artificial intelligence have resulted in staggering advances in our understanding of drug delivery through complex membranes. Such discoveries have included the atomic-detail mechanisms of small-molecule permeation, the calculation of simulated permeabilities as a stand-alone value alongside experimental permeabilities, the prediction of transmembrane permeabilities, and the generation of novel findings about key drug delivery routes, among others.

This Special Issue is dedicated to all aspects of molecular simulations and artificial intelligence developments related to membranes. When considering your submission, please note that Membranes is a journal that covers the broad aspects of the science and technology of both biological and non-biological membranes. This Special Issue will welcome submissions of any type of computational work on membranes.

Dr. Christian Jorgensen
Guest Editor

Manuscript Submission Information

Manuscripts should be submitted online at www.mdpi.com by registering and logging in to this website. Once you are registered, click here to go to the submission form. Manuscripts can be submitted until the deadline. All submissions that pass pre-check are peer-reviewed. Accepted papers will be published continuously in the journal (as soon as accepted) and will be listed together on the special issue website. Research articles, review articles as well as short communications are invited. For planned papers, a title and short abstract (about 250 words) can be sent to the Editorial Office for assessment.

Submitted manuscripts should not have been published previously, nor be under consideration for publication elsewhere (except conference proceedings papers). All manuscripts are thoroughly refereed through a single-blind peer-review process. A guide for authors and other relevant information for submission of manuscripts is available on the Instructions for Authors page. Membranes is an international peer-reviewed open access monthly journal published by MDPI.

Please visit the Instructions for Authors page before submitting a manuscript. The Article Processing Charge (APC) for publication in this open access journal is 2200 CHF (Swiss Francs). Submitted papers should be well formatted and use good English. Authors may use MDPI's English editing service prior to publication or during author revisions.

Keywords

  • molecular dynamics simulation
  • artificial intelligence
  • machine learning
  • membrane transport
  • drug permeation
  • drug delivery
  • computational modeling
  • permeability prediction
  • biological membranes
  • non-biological membranes
  • complex membranes
  • computer-aided drug design

Benefits of Publishing in a Special Issue

  • Ease of navigation: Grouping papers by topic helps scholars navigate broad scope journals more efficiently.
  • Greater discoverability: Special Issues support the reach and impact of scientific research. Articles in Special Issues are more discoverable and cited more frequently.
  • Expansion of research network: Special Issues facilitate connections among authors, fostering scientific collaborations.
  • External promotion: Articles in Special Issues are often promoted through the journal's social media, increasing their visibility.
  • Reprint: MDPI Books provides the opportunity to republish successful Special Issues in book format, both online and in print.

Further information on MDPI's Special Issue policies can be found here.

Published Papers (1 paper)

Order results
Result details
Select all
Export citation of selected articles as:

Research

15 pages, 578 KB  
Article
Stochastic Model for the Internal Transfer Kinetics of Cargo in Carriers with Two Compartments
by Faruk Hossain, Guilherme Volpe Bossa and Sylvio May
Membranes 2025, 15(12), 351; https://doi.org/10.3390/membranes15120351 - 23 Nov 2025
Viewed by 414
Abstract
Lipid vesicles and related nanocarriers often contain two compartments, such as the inner and outer leaflets of a bilayer membrane between which amphipathic molecules can migrate. We develop a stochastic model for describing the transfer kinetics of cargo between the two compartments in [...] Read more.
Lipid vesicles and related nanocarriers often contain two compartments, such as the inner and outer leaflets of a bilayer membrane between which amphipathic molecules can migrate. We develop a stochastic model for describing the transfer kinetics of cargo between the two compartments in an ensemble of carriers, neglecting inter-carrier exchange to focus exclusively on intra-carrier redistribution. Starting from a set of rate equations, we examine the Gaussian regime in the limit of low cargo occupation where Gaussian and Poissonian statistics overlap. We derive a Fokker–Planck equation that we solve analytically for any initial cargo distribution among the carriers. Moments of the predicted distributions and examples, including a comparison between numerical solutions of the rate equations and analytic solutions of the Fokker–Planck equation, are presented and discussed, thereby establishing a theoretical foundation to study coupled intra- and inter-carrier transport processes in mobile nanocarrier systems. Full article
Show Figures

Figure 1

Back to TopTop