Lipid Nanoparticle design

We provide Ionizable lipid (IL) library screening and transfection efficiency prediction using AI/ML models

Context
Aganitha provides Ionizable lipid (IL) library screening and transfection efficiency prediction using AI/ML models. Learn more
Swingle et al. 2021

Lipid Nanoparticles (LNPs) for mRNA delivery

Lipid nanoparticles (LNPs) have emerged as a powerful non-viral delivery platform, revolutionizing nucleic acid therapeutics—from mRNA vaccines to next-generation gene therapies. Their effectiveness hinges on precise design and formulation, which dictate critical biophysical properties such as stability, biodistribution, and cellular uptake. However, optimizing LNPs for therapeutic success requires addressing key challenges: engineering ionizable lipids and optimizing composition for stability and efficient delivery, enhancing tissue-targeted specificity while minimizing off-target effects, and mitigating immunogenicity to reduce inflammatory responses and anti-PEG immunity. With a data-driven approach, we develop tailored LNP formulations that meet the specific demands of cutting-edge biopharma innovations.

Our Services

Ionizable lipid library screening using AI/ML models trained on experimental data

AI/ML

Ionizable lipid (IL) library screening using a message passing neural network which predicts and ranks the new ionizable lipids according their transfection efficiency.

MD

We further validate these predicted lipids by simulating the multi-microsecond long LNP-endosomal membrane fusion process using enhanced molecular dynamics approaches

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Learn more about our LNP Design & Modeling