Cargando…

An attention-based effective neural model for drug-drug interactions extraction

BACKGROUND: Drug-drug interactions (DDIs) often bring unexpected side effects. The clinical recognition of DDIs is a crucial issue for both patient safety and healthcare cost control. However, although text-mining-based systems explore various methods to classify DDIs, the classification performance...

Descripción completa

Detalles Bibliográficos
Autores principales:	Zheng, Wei, Lin, Hongfei, Luo, Ling, Zhao, Zhehuan, Li, Zhengguang, Zhang, Yijia, Yang, Zhihao, Wang, Jian
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	BioMed Central 2017
Materias:	Research Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5634850/ https://www.ncbi.nlm.nih.gov/pubmed/29017459 http://dx.doi.org/10.1186/s12859-017-1855-x

Ejemplares similares

Drug drug interaction extraction from biomedical literature using syntax convolutional neural network
por: Zhao, Zhehuan, et al.
Publicado: (2016)

Extracting Drug-Drug Interaction from the Biomedical Literature Using a Stacked Generalization-Based Approach
por: He, Linna, et al.
Publicado: (2013)

Drug–drug interaction extraction via hierarchical RNNs on sequence and shortest dependency paths
por: Zhang, Yijia, et al.
Publicado: (2018)

A Single Kernel-Based Approach to Extract Drug-Drug Interactions from Biomedical Literature
por: Zhang, Yijia, et al.
Publicado: (2012)

Chemical–protein interaction extraction via contextualized word representations and multihead attention
por: Zhang, Yijia, et al.
Publicado: (2019)

HMNPPID—human malignant neoplasm protein–protein interaction database
por: Li, Qingqing, et al.
Publicado: (2019)

Disease named entity recognition from biomedical literature using a novel convolutional neural network
por: Zhao, Zhehuan, et al.
Publicado: (2017)

Adverse drug reaction detection via a multihop self-attention mechanism
por: Zhang, Tongxuan, et al.
Publicado: (2019)

Incorporating representation learning and multihead attention to improve biomedical cross-sentence n-ary relation extraction
por: Zhao, Di, et al.
Publicado: (2020)

Document-Level Biomedical Relation Extraction Using Graph Convolutional Network and Multihead Attention: Algorithm Development and Validation
por: Wang, Jian, et al.
Publicado: (2020)

An uncertain model-based approach for identifying dynamic protein complexes in uncertain protein-protein interaction networks
por: Zhang, Yijia, et al.
Publicado: (2017)

Biomedical document triage using a hierarchical attention-based capsule network
por: Wang, Jian, et al.
Publicado: (2020)

Document triage for identifying protein–protein interactions affected by mutations: a neural network ensemble approach
por: Luo, Ling, et al.
Publicado: (2018)

Construction of dynamic probabilistic protein interaction networks for protein complex identification
por: Zhang, Yijia, et al.
Publicado: (2016)

Integrating experimental and literature protein-protein interaction data for protein complex prediction
por: Zhang, Yijia, et al.
Publicado: (2015)

IMSE: interaction information attention and molecular structure based drug drug interaction extraction
por: Duan, Biao, et al.
Publicado: (2022)

Prediction of Drug-Drug Interaction Using an Attention-Based Graph Neural Network on Drug Molecular Graphs
por: Feng, Yue-Hua, et al.
Publicado: (2022)

Filtering Gene Ontology semantic similarity for identifying protein complexes in large protein interaction networks
por: Wang, Jian, et al.
Publicado: (2012)

Drug-Drug Interaction Extraction via Convolutional Neural Networks
por: Liu, Shengyu, et al.
Publicado: (2016)

Exploring convolutional neural networks for drug–drug interaction extraction
por: Suárez-Paniagua, Víctor, et al.
Publicado: (2017)

Conditional Probability Joint Extraction of Nested Biomedical Events: Design of a Unified Extraction Framework Based on Neural Networks
por: Wang, Yan, et al.
Publicado: (2022)

A multiple distributed representation method based on neural network for biomedical event extraction
por: Wang, Anran, et al.
Publicado: (2017)

A Syntactic Information–Based Classification Model for Medical Literature: Algorithm Development and Validation Study
por: Tang, Wentai, et al.
Publicado: (2022)

Multifeature Fusion Attention Network for Suicide Risk Assessment Based on Social Media: Algorithm Development and Validation
por: Li, Jiacheng, et al.
Publicado: (2021)

Relation path feature embedding based convolutional neural network method for drug discovery
por: Zhao, Di, et al.
Publicado: (2019)

Construction of Ontology Augmented Networks for Protein Complex Prediction
por: Zhang, Yijia, et al.
Publicado: (2013)

Protein complexes identification based on go attributed network embedding
por: Xu, Bo, et al.
Publicado: (2018)

Prediction of drug-drug interaction events using graph neural networks based feature extraction
por: Al-Rabeah, Mohammad Hussain, et al.
Publicado: (2022)

AttentionDDI: Siamese attention-based deep learning method for drug–drug interaction predictions
por: Schwarz, Kyriakos, et al.
Publicado: (2021)

Emotion-Based Reinforcement Attention Network for Depression Detection on Social Media: Algorithm Development and Validation
por: Cui, Bin, et al.
Publicado: (2022)

Drug drug interaction extraction from the literature using a recursive neural network
por: Lim, Sangrak, et al.
Publicado: (2018)

LaGAT: link-aware graph attention network for drug–drug interaction prediction
por: Hong, Yue, et al.
Publicado: (2022)

Neural Correlates of Drug-Related Attentional Bias in Heroin Dependence
por: Zhao, Qinglin, et al.
Publicado: (2018)

A neural network approach to chemical and gene/protein entity recognition in patents
por: Luo, Ling, et al.
Publicado: (2018)

A Graph Convolutional Network–Based Method for Chemical-Protein Interaction Extraction: Algorithm Development
por: Wang, Erniu, et al.
Publicado: (2020)

Learning an enriched representation from unlabeled data for protein-protein interaction extraction
por: Li, Yanpeng, et al.
Publicado: (2010)

SemaTyP: a knowledge graph based literature mining method for drug discovery
por: Sang, Shengtian, et al.
Publicado: (2018)

Biomedical event trigger detection by dependency-based word embedding
por: Wang, Jian, et al.
Publicado: (2016)

Drug-Drug Interaction Extraction via Recurrent Hybrid Convolutional Neural Networks with an Improved Focal Loss
por: Sun, Xia, et al.
Publicado: (2019)

A method for predicting protein complex in dynamic PPI networks
por: Zhang, Yijia, et al.
Publicado: (2016)

Cannot write session to /tmp/vufind_sessions/sess_7e2jbigpumnedri3a5lnk94c9l