Network Signatures of Survival in Glioblastoma Multiforme
PLOS COMPUTATIONAL BIOLOGY
Authors: Patel, Vishal N.; Gokulrangan, Giridharan; Chowdhury, Salim A.; Chen, Yanwen; Sloan, Andrew E.; Koyutuerk, Mehmet; Barnholtz-Sloan, Jill; Chance, Mark R.
Abstract
To determine a molecular basis for prognostic differences in glioblastoma multiforme (GBM), we employed a combinatorial network analysis framework to exhaustively search for molecular patterns in protein-protein interaction (PPI) networks. We identified a dysregulated molecular signature distinguishing short-term ( survival<225 days) from long-term (survival>635 days) survivors of GBM using whole genome expression data from The Cancer Genome Atlas (TCGA). A 50-gene subnetwork signature achieved 80% prediction accuracy when tested against an independent gene expression dataset. Functional annotations for the subnetwork signature included "protein kinase cascade,'' "I kappa B kinase/NF kappa B cascade,'' and "regulation of programmed cell death'' - all of which were not significant in signatures of existing subtypes. Finally, we used label-free proteomics to examine how our subnetwork signature predicted protein level expression differences in an independent GBM cohort of 16 patients. We found that the genes discovered using network biology had a higher probability of dysregulated protein expression than either genes exhibiting individual differential expression or genes derived from known GBM subtypes. In particular, the long-term survivor subtype was characterized by increased protein expression of DNM1 and MAPK1 and decreased expression of HSPA9, PSMD3, and CANX. Overall, we demonstrate that the combinatorial analysis of gene expression data constrained by PPIs outlines an approach for the discovery of robust and translatable molecular signatures in GBM.
Genome-Wide Association Study of White Blood Cell Count in 16,388 African Americans: the Continental Origins and Genetic Epidemiology Network (COGENT)
PLOS GENETICS
Authors: Reiner, Alexander P.; Lettre, Guillaume; Nalls, Michael A.; Ganesh, Santhi K.; Mathias, Rasika; Austin, Melissa A.; Dean, Eric; Arepalli, Sampath; Britton, Angela; Chen, Zhao; Couper, David; Curb, J. David; Eaton, Charles B.; Fornage, Myriam; Grant, Struan F. A.; Harris, Tamara B.; Hernandez, Dena; Kamatini, Naoyuki; Keating, Brendan J.; Kubo, Michiaki; LaCroix, Andrea; Lange, Leslie A.; Liu, Simin; Lohman, Kurt; Meng, Yan; Mohler, Emile R., III; Musani, Solomon; Nakamura, Yusuke; O'Donnell, Christopher J.; Okada, Yukinori; Palmer, Cameron D.; Papanicolaou, George J.; Patel, Kushang V.; Singleton, Andrew B.; Takahashi, Atsushi; Tang, Hua; Taylor, Herman A., Jr.; Taylor, Kent; Thomson, Cynthia; Yanek, Lisa R.; Yang, Lingyao; Ziv, Elad; Zonderman, Alan B.; Folsom, Aaron R.; Evans, Michele K.; Liu, Yongmei; Becker, Diane M.; Snively, Beverly M.; Wilson, James G.
Abstract
Total white blood cell (WBC) and neutrophil counts are lower among individuals of African descent due to the common African-derived "null" variant of the Duffy Antigen Receptor for Chemokines (DARC) gene. Additional common genetic polymorphisms were recently associated with total WBC and WBC sub-type levels in European and Japanese populations. No additional loci that account for WBC variability have been identified in African Americans. In order to address this, we performed a large genome-wide association study (GWAS) of total WBC and cell subtype counts in 16,388 African-American participants from 7 population-based cohorts available in the Continental Origins and Genetic Epidemiology Network. In addition to the DARC locus on chromosome 1q23, we identified two other regions (chromosomes 4q13 and 16q22) associated with WBC in African Americans (P<2.5 x 10(-8)). The lead SNP (rs9131) on chromosome 4q13 is located in the CXCL2 gene, which encodes a chemotactic cytokine for polymorphonuclear leukocytes. Independent evidence of the novel CXCL2 association with WBC was present in 3,551 Hispanic Americans, 14,767 Japanese, and 19,509 European Americans. The index SNP (rs12149261) on chromosome 16q22 associated with WBC count is located in a large inter-chromosomal segmental duplication encompassing part of the hydrocephalus inducing homolog (HYDIN) gene. We demonstrate that the chromosome 16q22 association finding is most likely due to a genotyping artifact as a consequence of sequence similarity between duplicated regions on chromosomes 16q22 and 1q21. Among the WBC loci recently identified in European or Japanese populations, replication was observed in our African-American meta-analysis for rs445 of CDK6 on chromosome 7q21 and rs4065321 of PSMD3-CSF3 region on chromosome 17q21. In summary, the CXCL2, CDK6, and PSMD3-CSF3 regions are associated with WBC count in African American and other populations. We also demonstrate that large inter-chromosomal duplications can result in false positive associations in GWAS.