title: Time-series clustering of gene expression in irradiated and bystander fibroblasts: an application of FBPA clustering.
abstract: BACKGROUND
  The radiation bystander effect is an important component of the overall biological response of tissues and organisms to ionizing radiation, but the signaling mechanisms between irradiated and non-irradiated bystander cells are not fully understood. In this study, we measured a time-series of gene expression after α-particle irradiation and applied the Feature Based Partitioning around medoids Algorithm (FBPA), a new clustering method suitable for sparse time series, to identify signaling modules that act in concert in the response to direct irradiation and bystander signaling. We compared our results with those of an alternate clustering method, Short Time series Expression Miner (STEM).
  
  
  RESULTS
  While computational evaluations of both clustering results were similar, FBPA provided more biological insight. After irradiation, gene clusters were enriched for signal transduction, cell cycle/cell death and inflammation/immunity processes; but only FBPA separated clusters by function. In bystanders, gene clusters were enriched for cell communication/motility, signal transduction and inflammation processes; but biological functions did not separate as clearly with either clustering method as they did in irradiated samples. Network analysis confirmed p53 and NF-κB transcription factor-regulated gene clusters in irradiated and bystander cells and suggested novel regulators, such as KDM5B/JARID1B (lysine (K)-specific demethylase 5B) and HDACs (histone deacetylases), which could epigenetically coordinate gene expression after irradiation.
  
  
  CONCLUSIONS
  In this study, we have shown that a new time series clustering method, FBPA, can provide new leads to the mechanisms regulating the dynamic cellular response to radiation. The findings implicate epigenetic control of gene expression in addition to transcription factor networks.
authors.affiliation: Center for Radiological Research, Columbia University, New York, NY 10032, USA.
authors.forename: Shanaz A
authors.initials: SA
authors.lastname: Ghandhi
authors.forename: Anshu
authors.initials: A
authors.lastname: Sinha
authors.forename: Marianthi
authors.initials: M
authors.lastname: Markatou
authors.forename: Sally A
authors.initials: SA
authors.lastname: Amundson
mesh_terms: D000465:Algorithms; D000512:Alpha Particles; D024201:Bystander Effect; D005347:Fibroblasts / Q000528:radiation effects*; D015870:Gene Expression; D053263:Gene Regulatory Networks; D008668:Metallothionein / Q000235:genetics
chemical_list: D008668:Metallothionein