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What is BioNeMo?
BioNeMo is a cloud-based platform designed for drug discovery that harnesses artificial intelligence and employs NVIDIA NeMo Megatron to enable the training and deployment of large biomolecular transformer models at an impressive scale. This service provides users with access to pre-trained large language models (LLMs) and supports multiple file formats pertinent to proteins, DNA, RNA, and chemistry, while also offering data loaders for SMILES to represent molecular structures and FASTA for sequences of amino acids and nucleotides. In addition, users have the flexibility to download the BioNeMo framework for local execution on their own machines. Among the notable models available are ESM-1, which is based on Meta AI’s state-of-the-art ESM-1b, and ProtT5, both fine-tuned transformer models aimed at protein language tasks that assist in generating learned embeddings for predicting protein structures and properties. Furthermore, the platform will incorporate OpenFold, an innovative deep learning model specifically focused on forecasting the 3D structures of new protein sequences, which significantly boosts its capabilities in biomolecular exploration. Overall, this extensive array of tools establishes BioNeMo as an invaluable asset for researchers navigating the complexities of drug discovery in modern science. As such, BioNeMo not only streamlines research processes but also empowers scientists to make significant advancements in the field.
What is Aurora Drug Discovery?
Aurora applies concepts from quantum mechanics and thermodynamics alongside an advanced continuous water model to evaluate solvation effects when determining the binding affinities of ligands. This approach is notably different from the conventional scoring functions that are commonly used to predict binding affinities. By incorporating both entropy and aqueous electrostatic elements into their calculations, the algorithms developed by Aurora provide notably more accurate and dependable estimates of binding free energies. The binding free energy, a key thermodynamic measure, fundamentally dictates the interaction between a ligand and a protein and is directly associated with the experimentally measurable inhibition constant (IC50). Various elements, such as electrostatic interactions, quantum phenomena, solvation dynamics, and the statistical behavior of molecules, all play a role in influencing this free energy (F). The non-additive characteristics of F arise primarily from two key components: the synergistic effects of electrostatic and solvation energies, as well as the entropy present in the system. Gaining a comprehensive understanding of these factors enhances the insight into the molecular interactions that are crucial for effective drug design and development.
Integrations Supported
Evo 2
NVIDIA AI Foundations
NVIDIA Clara
NVIDIA NeMo Megatron
Integrations Supported
Evo 2
NVIDIA AI Foundations
NVIDIA Clara
NVIDIA NeMo Megatron
API Availability
Has API
API Availability
Has API
Pricing Information
Pricing not provided.
Free Trial Offered?
Free Version
Pricing Information
Pricing not provided.
Free Trial Offered?
Free Version
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Company Facts
Organization Name
NVIDIA
Date Founded
1993
Company Location
United States
Company Website
www.nvidia.com/en-us/gpu-cloud/bionemo/
Company Facts
Organization Name
Aurora Fine Chemicals
Date Founded
1990
Company Location
United States
Company Website
aurorafinechemicals.com/drug-discovery-software.html