What's it?
This is a DEMO of adverse drug reaction search engine (ADRSE) which takes a drug name as input and listed related ADRs and their references. The Demo is implemented with Deep Learning and Natural Language Processing techniques. Specifically, over 26,000 Pubmed abstracts (1975-2020) are retrieved and then, drug mentions are recognized by utilizing BiLSTM-CRF network and ADR mentions are recognized by using BiLSTM-GAT-CRF network. The relations between drugs and ADRs are extracted using both sentence- and document-level relation extraction methods (See the references for the specific methods). Finally, all the relations are integrated.
How to use it?
ADRSE (adverse drug reaction search engine) takes drug names or ADR mentions as inputs. And the related ADRs will be returned including the Pubmed ID of the paper and the sentence from which the ADR is extracted.
Institute
DALIAN UNIVERSITY OF TECHNOLOGY (大连理工大学)
Author
Zhihao Yang(杨志豪)
Support
Figure
Funding source
[{"id":"2016YFC0901902","name":"2016YFC0901902"}]