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AI-Driven Molecular Design

Molecular Dynamics

Origin Data Source OpenAlex
Analysis Computed Jul 13, 2026
AI Synthesis & Market Narrative
Molecular dynamics modeling is advancing with tools like PlanarFold for RNA dynamics, while generative AI models are being successfully applied to discover potent antimicrobial peptides, signaling a shift towards AI-driven molecular design in drug discovery.
Correlated Linguistic Patterns
["diffusion modeling" "generative AI model" "antimicrobial peptides" "PlanarFold" "coarse-grained molecular dynamics model" "RNA in two-dimensional space"]
Driving Media Context
Nature.com • Jul 7, 2026

Discovery of potent low-toxicity antimicrobial peptides through diffusion modeling

In this study, Markakis et al. use a generative AI model to design antimicrobial peptides that are both potent and safe. Their lead candidate, Arcinin, kills...
Nature.com • Jul 3, 2026

Zeolitic isolated protonic acid sites-mediated NH3 storage for robust NOx removal

Controlling nitrogen oxide emissions needs catalysts that work across harsh conditions. This study separates ammonia storage from reaction sites in oxide-zeo...
Nature.com • Jul 1, 2026

Tin perovskite transistors stabilized through volatile coordination

A volatile-assisted coordination strategy regulates surface defect chemistry and self-doping, thus stabilizing the stoichiometry of tin perovskite semiconduc...
Nature.com • Jun 27, 2026

Confined ionic order in atomic nanowires of rare-earth chlorides unveiled via symmetry-guided structural screening

Confined low-dimensional materials offer attractive properties, but their atomic structures are hard to resolve. Here, the authors develop a symmetry-guided ...
Nature.com • Jun 26, 2026

PlanarFold: a coarse-grained molecular dynamics model of RNA in two-dimensional space

Modelling the dynamics of RNA molecules can shed light on their function. Here, the authors present PlanarFold, a fast, coarse-grained model of RNA secondary...
Nature.com • Jun 25, 2026

Molecular neighbours reshape protein dynamics

As proteins are dynamic molecular machines, to fully understand their functions we need to understand how they move. Now, nuclear magnetic resonance spectros...
Royal Society of Chemistry • Jun 25, 2026

Generalized Suzuki-Chin Factorization in Bosonic Path Integral Molecular Dynamics

Phys. Chem. Chem. Phys., 2026, Accepted ManuscriptDOI: 10.1039/D6CP01731B, Paper Open Access &nbsp This article is licensed under a Creative Commons Attribut...
Nature.com • Jun 24, 2026

Optical cooling by interfacial charge transfer in 2D heterostructures

Optical cooling in two-dimensional semiconductor heterostructures is demonstrated through phonon-assisted interfacial charge transfer, enabling cryogen-free ...
Royal Society of Chemistry • Jun 22, 2026

Dynamic Process of Evaporation of Ni-Ce Nitrate Precursor Droplet in Flame-Assisted Spray Pyrolysis by Molecular Dynamics Simulation

Nanoscale, 2026, Accepted ManuscriptDOI: 10.1039/D6NR00653A, PaperNaoya Minegishi, Tsuyoshi Nagasawa, Kosei Okada, Hidenori Kosaka, Takuya MabuchiTo achieve ...
Nature.com • Jun 16, 2026

Potent and biased agonists of class B1 GPCRs from a heterochiral design strategy

Many peptides that activate class B1 GPCRs, such as the glucagon receptor (GCGR) or the parathyroid hormone receptor-1 (PTH1R4), are α-helical in the active ...