Getting Started

What is LNP Atlas?

LNP Atlas is the most comprehensive database of lipid nanoparticle (LNP) formulations for nucleic acid delivery. Our database contains 1,092 standardized LNP formulations extracted from peer-reviewed publications spanning 2010–2024, covering 187 unique ionizable lipids across diverse cargo applications.

Research-Ready Data: All formulations include detailed composition, physicochemical properties, synthesis parameters, and biological performance metrics with complete literature references.

Quick Start Guide

  1. Search: Use the main search bar to find formulations by lipid name, paper title, or research group
  2. Filter: Apply filters to narrow results by particle size, encapsulation efficiency, or application type
  3. Explore: Click on formulation cards to view detailed information including synthesis conditions and performance data
  4. Analyze: Use the Analytics dashboard to identify trends and structure–activity relationships
  5. Export: Download filtered datasets for your own analysis or machine learning applications

Database Overview

Data Collection Methodology

Our database was constructed using an AI-assisted data extraction workflow with Claude (Anthropic) to convert literature data into structured JSON, followed by Python-based standardization pipelines and manual QC.

Quality Assurance: Every formulation is cross-validated against original publications with systematic verification of lipid compositions, molar ratios, and physicochemical properties.

Download

We provide comprehensive datasets in multiple formats under CC BY 4.0.

LNP_Atlas_DB_202509_v1.csv

Full database export with all 1,092 formulations, 28 standardized fields, and metadata

Data Fields Guide

Lipid names use standardized nomenclature; original names are shown on each formulation’s detail page.

Core Formulation Data

Field NameDescription
ionizable_lipidStandardized name (e.g., DLin-MC3-DMA, ALC-0315)
peg_lipidPEGylated lipid for colloidal stability
sterol_lipidCholesterol or derivatives
helper_lipidDOPE, DSPC, etc., aiding bilayer formation
lipid_molar_ratioionizable:PEG:sterol:helper

Physicochemical Properties

Values may be single, ± error, or ranges as reported.

Field NameUnitsDescription
particle_size_nm_stdnmHydrodynamic diameter
pdi_stdPolydispersity index
zeta_potential_mv_stdmVSurface charge
encapsulation_efficiency_percent_std%Encapsulation efficiency

Biological and Synthesis Data

Additional fields include cargo specs, synthesis parameters, and bioactivity.

  • target_type (mRNA, siRNA, DNA, ASO, empty)
  • nucleic_acid_sequence (e.g., firefly_luciferase)
  • synthesis_info (method/device/conditions)
  • bioactivity_profile (in vitro / in vivo)
  • *_smiles (structure notation)

Frequently Asked Questions

General Questions

Q: How often is the database updated?

We continuously monitor literature and add new studies regularly.

Q: Can I use this data for commercial research?

Yes—CC BY 4.0 allows academic & commercial use with attribution.

Q: Why do some formulations have missing data?

Not all publications report every property; we avoid interpolation.

Q: How do I cite LNP Atlas?

Song et al., “LNP Atlas …” (2025). URL: http://lnp-atlas.kisti.re.kr

Technical Questions

Q: What export formats are supported?

CSV for UI export; JSON via API for programmatic use.

Q: Are SMILES available for all lipids?

Most common lipids include SMILES; novel lipids may need curation.

Need Additional Help?

Can’t find what you need? Reach out:

Email Support

sj.seo@kisti.re.kr

GitHub Issues (Planned)

Open issues and request features