title: Integrative analysis of micro-RNA, gene expression, and survival of glioblastoma multiforme.
abstract: Glioblastoma multiforme (GBM), the most common type of malignant brain tumor, is highly fatal. Limited understanding of its rapid progression necessitates additional approaches that integrate what is known about the genomics of this cancer. Using a discovery set (n = 348) and a validation set (n = 174) of GBM patients, we performed genome-wide analyses that integrated mRNA and micro-RNA expression data from GBM as well as associated survival information, assessing coordinated variability in each as this reflects their known mechanistic functions. Cox proportional hazards models were used for the survival analyses, and nonparametric permutation tests were performed for the micro-RNAs to investigate the association between the number of associated genes and its prognostication. We also utilized mediation analyses for micro-RNA-gene pairs to identify their mediation effects. Genome-wide analyses revealed a novel pattern: micro-RNAs related to more gene expressions are more likely to be associated with GBM survival (P = 4.8 × 10(-5)). Genome-wide mediation analyses for the 32,660 micro-RNA-gene pairs with strong association (false discovery rate [FDR] < 0.01%) identified 51 validated pairs with significant mediation effect. Of the 51 pairs, miR-223 had 16 mediation genes. These 16 mediation genes of miR-223 were also highly associated with various other micro-RNAs and mediated their prognostic effects as well. We further constructed a gene signature using the 16 genes, which was highly associated with GBM survival in both the discovery and validation sets (P = 9.8 × 10(-6)). This comprehensive study discovered mediation effects of micro-RNA to gene expression and GBM survival and provided a new analytic framework for integrative genomics.
authors.affiliation: Department of Epidemiology, Brown University, Providence, Rhode Island, United States of America.
authors.forename: Yen-Tsung
authors.initials: YT
authors.lastname: Huang
authors.forename: Thomas
authors.initials: T
authors.lastname: Hsu
authors.forename: Karl T
authors.initials: KT
authors.lastname: Kelsey
authors.forename: Chien-Ling
authors.initials: CL
authors.lastname: Lin
mesh_terms: D001932:Brain Neoplasms / Q000235:genetics* / Q000473:pathology; D015972:Gene Expression Regulation, Neoplastic / Q000235:genetics*; D015894:Genome, Human / Q000235:genetics; D055106:Genome-Wide Association Study; D023281:Genomics; D005909:Glioblastoma / Q000235:genetics* / Q000473:pathology; D006801:Humans; D035683:MicroRNAs / Q000235:genetics*; D011379:Prognosis; D016016:Proportional Hazards Models; D012333:RNA, Messenger / Q000235:genetics; D016019:Survival Analysis
chemical_list: D035683:MicroRNAs; D012333:RNA, Messenger
keywords: cancer survival; glioblastoma multiforme; integrative genomics; mediation analysis