Blood brain barrier permeability prediction using machine learning techniques: an update

D Saxena, A Sharma, MH Siddiqui… - Current pharmaceutical …, 2019 - ingentaconnect.com
Blood Brain Barrier (BBB) is the collection of vessels of blood with special properties of
permeability that allow a limited range of drug and compounds to pass through it. The BBB …

DeePred-BBB: A blood brain barrier permeability prediction model with improved accuracy

R Kumar, A Sharma, A Alexiou, AL Bilgrami… - Frontiers in …, 2022 - frontiersin.org
The blood-brain barrier (BBB) is a selective and semipermeable boundary that maintains
homeostasis inside the central nervous system (CNS). The BBB permeability of compounds …

A machine learning-based quantitative model (LogBB_Pred) to predict the blood–brain barrier permeability (logBB value) of drug compounds

B Shaker, J Lee, Y Lee, MS Yu, HM Lee, E Lee… - …, 2023 - academic.oup.com
Motivation Efficient assessment of the blood–brain barrier (BBB) penetration ability of a drug
compound is one of the major hurdles in central nervous system drug discovery since …

Prediction of the blood–brain barrier (BBB) permeability of chemicals based on machine-learning and ensemble methods

L Liu, L Zhang, H Feng, S Li, M Liu… - Chemical Research in …, 2021 - ACS Publications
The ability of chemicals to enter the blood–brain barrier (BBB) is a key factor for central
nervous system (CNS) drug development. Although many models for BBB permeability …

[HTML][HTML] A recurrent neural network model to predict blood–brain barrier permeability

S Alsenan, I Al-Turaiki, A Hafez - Computational Biology and Chemistry, 2020 - Elsevier
The rapid development of computational methods and the increasing volume of chemical
and biological data have contributed to an immense growth in chemical research. This field …

Drug repurposing, a fast-track approach to develop effective treatments for glioblastoma

I Ntafoulis, SLW Koolen, S Leenstra, MLM Lamfers - Cancers, 2022 - mdpi.com
Simple Summary Introducing novel and effective treatments against glioblastoma (GBM)
remains an arduous journey as reflected in the negative outcome of most clinical trials. The …

Explaining blood–brain barrier permeability of small molecules by integrated analysis of different transport mechanisms

FMG Cornelissen, G Markert, G Deutsch… - Journal of Medicinal …, 2023 - ACS Publications
The blood–brain barrier (BBB) represents a major obstacle to delivering drugs to the central
nervous system (CNS), resulting in the lack of effective treatment for many CNS diseases …

DeepBBBP: high accuracy blood‐brain‐barrier permeability prediction with a mixed deep learning model

S Cherian Parakkal, R Datta, D Das - Molecular Informatics, 2022 - Wiley Online Library
Blood‐brain‐barrier permeability (BBBP) is an important property that is used to establish
the drug‐likeness of a molecule, as it establishes whether the molecule can cross the BBB …

Development of QSAR models to predict blood-brain barrier permeability

S Faramarzi, MT Kim, DA Volpe, KP Cross… - Frontiers in …, 2022 - frontiersin.org
Assessing drug permeability across the blood-brain barrier (BBB) is important when
evaluating the abuse potential of new pharmaceuticals as well as developing novel …

A classification model for blood brain barrier penetration

M Singh, R Divakaran, LSK Konda, R Kristam - Journal of Molecular …, 2020 - Elsevier
Traditional experimental approaches to evaluate the Blood-Brain Barrier (BBB) permeability
of a drug are expensive and time consuming. Hence, several computational models have …