Drug repositioning through integration of prior knowledge and projections of drugs and diseases

P Xuan, Y Cao, T Zhang, X Wang, S Pan… - Bioinformatics, 2019 - academic.oup.com
drug development. Compared to developing a drug de novo, drug repositioning may
reduce the drug development period to 6.5 years and the cost for repositioning a drug is $300 …

A Multimodal Framework for Improving in Silico Drug Repositioning With the Prior Knowledge From Knowledge Graphs

Z Xiong, F Huang, Z Wang, S Liu… - IEEE/ACM Transactions …, 2021 - ieeexplore.ieee.org
… (Graph-based Prior Knowledge) for improving in silico drug repositioning via using the prior
… (2) We propose a multimodal framework that combines the prior knowledge with two types …

[HTML][HTML] Toward better drug repositioning: prioritizing and integrating existing methods into efficient pipelines

G Jin, STC Wong - Drug discovery today, 2014 - Elsevier
… not need prior knowledge, and the repositioned drugs are just … knowledge about the targets,
such as 3D protein structures, whereas knowledge-based methods require the knowledge

[HTML][HTML] Review of drug repositioning approaches and resources

H Xue, J Li, H Xie, Y Wang - International journal of biological …, 2018 - ncbi.nlm.nih.gov
… The authors used a Bayesian statistics approach to rank drug-disease relationships according
to prior knowledge. Then, they integrated ranked relationships with other biological entity …

Drug repositioning and indication discovery using description logics

S Croset - 2014 - repository.cam.ac.uk
… The technique does not require much prior knowledge about the action of the drug or the
pathology behind a phenotype; the creation of signatures from direct mRNA readout helps to …

Time-resolved evaluation of compound repositioning predictions on a text-mined knowledge network

M Mayers, TS Li, N Queralt-Rosinach, AI Su - BMC bioinformatics, 2019 - Springer
… built networks corresponding to prior knowledge for use as … knowledge, can future indications
be predicted?’ may more closely reflect the problem being addressed in drug repositioning

Investigating drug repositioning opportunities in FDA drug labels through topic modeling

H Bisgin, Z Liu, R Kelly, H Fang, X Xu, W Tong - BMC bioinformatics, 2012 - Springer
… The safety information in the drug labels is usually obtained in the clinical trial and augmented
with the observations in the post-market use of the drug. Therefore, our drug repositioning

Network-based drug repositioning

Z Wu, Y Wang, L Chen - Molecular BioSystems, 2013 - pubs.rsc.org
… As less prior knowledge about the known drug combinations is utilized, the accuracy of
unsupervised methods is always moderate. However, they can predict some new …

Systematic drug repositioning based on clinical side-effects

L Yang, P Agarwal - PloS one, 2011 - journals.plos.org
drug repositioning based on the rational association between diseases and SEs. We
extracted 3,175 relationships between diseases and SEs. For some of the drug repositioning

Prioritizing adverse drug reaction and drug repositioning candidates generated by literature-based discovery

M Rastegar-Mojarad, RK Elayavilli, L Wang… - Proceedings of the 7th …, 2016 - dl.acm.org
… target (C) in our LBD to focus on drug repositioning and adverse drug events. As casual
findings, we retrieved two groups of semantic predications in SemMedDB: a) having a drug as …