PSnpBind: a database of mutated binding site protein-ligand complexes constructed using a multithreaded virtual screening workflow

被引:8
作者
Ammar, Ammar [1 ]
Cavill, Rachel [2 ]
Evelo, Chris [1 ]
Willighagen, Egon [1 ]
机构
[1] Maastricht Univ, Dept Bioinformat BiGCaT, NUTRIM, Maastricht, Netherlands
[2] Maastricht Univ, Dept Data Sci & Knowledge Engn, Maastricht, Netherlands
关键词
Binding affinity; Mutation effect; Binding pocket; Virtual screening; AutoDock Vina; SNP; Database; REST API; SINGLE-NUCLEOTIDE POLYMORPHISMS; AUTODOCK VINA; DOCKING; PERFORMANCE; AFFINITY; SNPS; STABILITY; DYNAMICS; RESOURCE; SERVER;
D O I
10.1186/s13321-021-00573-5
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
A key concept in drug design is how natural variants, especially the ones occurring in the binding site of drug targets, affect the inter-individual drug response and efficacy by altering binding affinity. These effects have been studied on very limited and small datasets while, ideally, a large dataset of binding affinity changes due to binding site single-nucleotide polymorphisms (SNPs) is needed for evaluation. However, to the best of our knowledge, such a dataset does not exist. Thus, a reference dataset of ligands binding affinities to proteins with all their reported binding sites' variants was constructed using a molecular docking approach. Having a large database of protein-ligand complexes covering a wide range of binding pocket mutations and a large small molecules' landscape is of great importance for several types of studies. For example, developing machine learning algorithms to predict protein-ligand affinity or a SNP effect on it requires an extensive amount of data. In this work, we present PSnpBind: A large database of 0.6 million mutated binding site protein-ligand complexes constructed using a multithreaded virtual screening workflow. It provides a web interface to explore and visualize the protein-ligand complexes and a REST API to programmatically access the different aspects of the database contents. PSnpBind is open source and freely available at https://psnpbind.org.
引用
收藏
页数:16
相关论文
共 72 条
[71]   Structural characterization of single nucleotide variants at ligand binding sites and enzyme active sites of human proteins [J].
Yamada, Kazunori D. ;
Nishi, Hafumi ;
Nakata, Junichi ;
Kinoshita, Kengo .
BIOPHYSICS AND PHYSICOBIOLOGY, 2016, 13 :157-163
[72]   SNPs3D: Candidate gene and SNP selection for association studies [J].
Yue, P ;
Melamud, E ;
Moult, J .
BMC BIOINFORMATICS, 2006, 7 (1)