Name
Title | ||
|---|---|---|
Named entity linking of geospatial and host metadata in GenBank for advancing biomedical research. |
Abstract | ||
|---|---|---|
GenBank is a popular National Center for Biotechnology Information (NCBI) database for submission and analysis of DNA sequences for biomedical research. The resource is part of the Entrez environment which enables for cross-linking of concepts and entries in other participating NCBI databases such as Taxonomy, PubMed and Protein. For example, a GenBank record of an influenza A hemagglutinin gene DNA sequence might have a link to the Taxonomy database for the organism, a link to the related article in PubMed (if published) and a link to the Protein entry for the hemagglutinin protein. Despite its importance in biomedical research such as population genetics, phylogeography and public health surveillance, the host and geospatial metadata of genetic sequences in GenBank are not linked to any database. Therefore, to facilitate biomedical research based on georeferenced DNA sequences and/or DNA sequences with normalized host names, we designed and developed a framework that enriches GenBank entries by linking their host metadata to the NCBI Taxonomy database and their geospatial metadata to a comprehensive knowledge base of geographic locations called GeoNames. Here, we introduce a database created through the application of this framework to virus sequences in GenBank, and evaluate our normalization algorithms on a set of manually annotated records pertaining to viruses. Although currently applied to viruses, our framework can be easily extended to other organisms, and we discuss the potential utilization of our resource for biomedical research. |
Year | DOI | Venue |
|---|---|---|
2017 | 10.1093/database/bax093 | DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION |
Field | DocType | Volume |
Geospatial analysis,Data mining,Metadata,World Wide Web,Computer science,Named entity,GenBank | Journal | 2017 |
ISSN | Citations | PageRank |
1758-0463 | 1 | 0.36 |
References | Authors | |
11 | 7 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Tasnia Tahsin | 1 | 30 | 3.28 |
| Davy Weissenbacher | 2 | 12 | 1.75 |
| Demetrius Jones-Shargani | 3 | 1 | 0.36 |
| Daniel Magee | 4 | 1 | 1.37 |
| Matteo Vaiente | 5 | 1 | 0.36 |
| Graciela Gonzalez | 6 | 120 | 10.03 |
| Matthew Scotch | 7 | 123 | 11.56 |