Title :
Discovery and assessment of gene-disease associations by integrated analysis of scientific literature and microarray data
Author :
Faro, Alberto ; Giordano, Daniela ; Spampinato, Concetto
Author_Institution :
Dept. of Inf. & Telecommun. Eng., Univ. of Catania, Catania, Italy
Abstract :
The paper outlines a methodology and presents a tool to help biomedical researchers in interpreting complex experiments by automatically discovering gene networks and underlying biological processes (revealed by gene-expression patterns) that usually are extracted manually using existing tools. The proposed method, first, starts by mining specialized medical literature available on the Web to discover possible associations between genes and diseases. Discovered gene-disease associations are subsequently explored by analyzing abnormally expressed genes using microarray data analysis. Afterwards, relevant gene networks are built by clustering these genes on the basis of the similarity of their profile expressions in microarrays data. Finally, molecular, biological processes, cellular components and molecular functions, which may have a role in the disease, are pointed out by querying the Gene Ontology (GO) database. The methodology is illustrated by a case study on neuromuscular disorders.
Keywords :
Internet; cellular biophysics; data mining; diseases; electronic publishing; genetics; medical administrative data processing; medical disorders; molecular biophysics; muscle; neurophysiology; ontologies (artificial intelligence); Gene Ontology database; Web literature mining; biological processes; biomedical research; cellular components; complex experiments; gene networks; gene-disease association assessment; gene-disease association discovery; gene-expression patterns; integrated analysis; microarray data analysis; molecular functions; molecular processes; neuromuscular disorders; scientific literature; Bioinformatics; Diseases; Genomics; Immune system; Lead;
Conference_Titel :
Information Technology and Applications in Biomedicine (ITAB), 2010 10th IEEE International Conference on
Conference_Location :
Corfu
Print_ISBN :
978-1-4244-6559-0
DOI :
10.1109/ITAB.2010.5687757