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A method for finding communities of related genes
- Source :
- Proceedings of the National Academy of Sciences. 101:5241-5248
- Publication Year :
- 2004
- Publisher :
- Proceedings of the National Academy of Sciences, 2004.
-
Abstract
- We present a method for creating a network of gene co-occurrences from the literature and partitioning it into communities of related genes. The way in which our method identifies communities makes it likely that the component genes of each community will be related by their function. The method processes a large database of article abstracts, synthesizing information from many sources to shed light on groups of genes that have been shown to interact. It is a tool to be used by researchers in the biomedical sciences to swiftly search for known interactions and to provide insight into unexplored connections. The partitioning procedure is designed to be particularly applicable to large networks in which individual nodes may play a role in more than one community. In this paper, we explain the details of the method, in particular the partitioning process. We also apply the method to produce communities of genes related to colon cancer and show that the results are useful.
- Subjects :
- Genetics
Multidisciplinary
Databases, Factual
Process (engineering)
MEDLINE
media_common.quotation_subject
Proteins
Biology
Data science
United States
Genes
Large networks
Neoplasms
Component (UML)
Colonic Neoplasms
Humans
RNA
Colloquium
Neural Networks, Computer
Function (engineering)
Gene
media_common
Subjects
Details
- ISSN :
- 10916490 and 00278424
- Volume :
- 101
- Database :
- OpenAIRE
- Journal :
- Proceedings of the National Academy of Sciences
- Accession number :
- edsair.doi.dedup.....eb93d8d293054e903c460c7c08bd2482
- Full Text :
- https://doi.org/10.1073/pnas.0307740100