Introducing Certified DatasetsReviewed against basic checks, certified datasets are more visible on Polaris.

This dataset has not yet been certified by approved reviewers. It may contain issues related to data completeness and quality.

Dataset

tdcommons/bbb-martins

Ability of a drug to penetrate the blood-brain barrier.

Created on: July 22, 2024Dataset size: 71 KBNumber of datapoints: 2,030
Public

Tags

ADME

Modalities

MOLECULE

Details

README

Background

As a membrane separating circulating blood and brain extracellular fluid, the blood-brain barrier (BBB) is the protection layer that blocks most foreign drugs. Thus the ability of a drug to penetrate the barrier to deliver to the site of action forms a crucial challenge in development of drugs for central nervous system From MoleculeNet.

Description of readout

Task Description: Binary classification. Given a drug SMILES string, predict the activity of BBB.

Data resource

Reference: [1] A Bayesian approach to in silico blood-brain barrier penetration modeling.

[2] MoleculeNet: a benchmark for molecular machine learning.