ArticleMolecular pharmaceutics2024
Closing the Gap between Experiment and Simulation─A Holistic Study on the Complexation of Small Interfering RNAs with Polyethylenimine.
Article in Molecular pharmaceutics, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed.
- Sequence-defined polymers for predictable gene delivery.Nature reviews. Chemistry · 2026Review
- Tissue-specific gene delivery approaches.Bioengineering & translational medicine · 2026Review
- From Bits to Bonds: High-Throughput Virtual Screening of Ribonucleic Acid Nanocarriers Using a Combinatorial Approach of Machine Learning and Molecular Dynamics.Journal of the American Chemical Society · 2025Article
- Simulation Insights into the Assembly of Polyplexes for RNA Delivery.Biomacromolecules · 2025Article
- Optimizing Pluronic-PEI Nanocarriers for RNAi Delivery in Oral Cancer: From Polymer Synthesis to Functional Screening.Biomacromolecules · 2025Article
- How can simulations aid our understanding of nanoparticle-mediated siRNA delivery?Therapeutic delivery · 2025Article
- Molecular Dynamics Simulations Elucidate the Molecular Organization of Poly(beta-amino ester) Based Polyplexes for siRNA Delivery.Nano letters · 2024Article
- Beyond Lipids: Exploring Advances in Polymeric Gene Delivery in the Lipid Nanoparticles Era.Advanced materials (Deerfield Beach, Fla.) · 2024Review
- Design Principles for Smart Linear Polymer Ligand Carriers with Efficient Transcellular Transport Capabilities.International journal of molecular sciences · 2024Article
Corrections and comments
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Authors and funding
12 authors.
Funding
Abstract
Rational design is pivotal in the modern development of nucleic acid nanocarrier systems. With the rising prominence of polymeric materials as alternatives to lipid-based carriers, understanding their structure-function relationships becomes paramount. Here, we introduce a newly developed coarse-grained model of polyethylenimine (PEI) based on the Martini 3 force field. This model facilitates molecular dynamics simulations of true-sized PEI molecules, exemplified by molecules with molecular weights of 1.3, 5, 10, and 25 kDa, with degrees of branching between 50.0 and 61.5%. We employed this model to investigate the thermodynamics of small interfering RNA (siRNA) complexation with PEI. Our simulations underscore the pivotal role of electrostatic interactions in the complexation process. Thermodynamic analyses revealed a stronger binding affinity with increased protonation, notably in acidic (endosomal) pH, compared to neutral conditions. Furthermore, the molecular weight of PEI was found to be a critical determinant of binding dynamics: smaller PEI molecules closely enveloped the siRNA, whereas larger ones extended outward, facilitating the formation of complexes with multiple RNA molecules. Experimental validations, encompassing isothermal titration calorimetry and single-molecule fluorescence spectroscopy, aligned well with our computational predictions. Our findings not only validate the fidelity of our PEI model but also accentuate the importance of
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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.