Named entity recognition and relation detection for biomedical information extraction

N Perera, M Dehmer, F Emmert-Streib - Frontiers in cell and …, 2020 - frontiersin.org
The number of scientific publications in the literature is steadily growing, containing our
knowledge in the biomedical, health, and clinical sciences. Since there is currently no …

Information retrieval and text mining technologies for chemistry

M Krallinger, O Rabal, A Lourenco, J Oyarzabal… - Chemical …, 2017 - ACS Publications
Efficient access to chemical information contained in scientific literature, patents, technical
reports, or the web is a pressing need shared by researchers and patent attorneys from …

PharmGKB: the pharmacogenomics knowledge base

CF Thorn, TE Klein, RB Altman - Pharmacogenomics: Methods and …, 2013 - Springer
Abstract The Pharmacogenomics Knowledge Base, PharmGKB, is an interactive tool for
researchers investigating how genetic variation affects drug response. The PharmGKB Web …

Natural language processing for EHR-based computational phenoty**

Z Zeng, Y Deng, X Li, T Naumann… - IEEE/ACM transactions …, 2018 - ieeexplore.ieee.org
This article reviews recent advances in applying natural language processing (NLP) to
Electronic Health Records (EHRs) for computational phenoty**. NLP-based …

Bioinformatics challenges for personalized medicine

GH Fernald, E Capriotti, R Daneshjou… - …, 2011 - academic.oup.com
Motivation: Widespread availability of low-cost, full genome sequencing will introduce new
challenges for bioinformatics. Results: This review outlines recent developments in …

[HTML][HTML] Recurrent neural networks for classifying relations in clinical notes

Y Luo - Journal of biomedical informatics, 2017 - Elsevier
We proposed the first models based on recurrent neural networks (more specifically Long
Short-Term Memory-LSTM) for classifying relations from clinical notes. We tested our models …

Text-mining solutions for biomedical research: enabling integrative biology

D Rebholz-Schuhmann, A Oellrich… - Nature Reviews …, 2012 - nature.com
In response to the unbridled growth of information in literature and biomedical databases,
researchers require efficient means of handling and extracting information. As well as …

A global network of biomedical relationships derived from text

B Percha, RB Altman - Bioinformatics, 2018 - academic.oup.com
Motivation The biomedical community's collective understanding of how chemicals, genes
and phenotypes interact is distributed across the text of over 24 million research articles …

AMELIE speeds Mendelian diagnosis by matching patient phenotype and genotype to primary literature

J Birgmeier, M Haeussler, CA Deisseroth… - Science Translational …, 2020 - science.org
The diagnosis of Mendelian disorders requires labor-intensive literature research. Trained
clinicians can spend hours looking for the right publication (s) supporting a single gene that …

PharmGKB, an integrated resource of pharmacogenomic knowledge

L Gong, M Whirl‐Carrillo, TE Klein - Current protocols, 2021 - Wiley Online Library
Abstract The Pharmacogenomics Knowledgebase (PharmGKB) is an integrated online
knowledge resource for the understanding of how genetic variation contributes to variation …