title: Identification of temporal genes involved in the mechanisms of spinal cord injury.
abstract: OBJECTIVE
  As a high-cost neurological disability, spinal cord injury (SCI) can result in permanent paralysis and loss of sensation. To identify the temporal genes involved in the pathogenesis of SCI, we analysed the expression profile of GSE45006.
  
  
  METHODS
  GSE45006 was downloaded from Gene Expression Omnibus, including 20 SCI samples (samples at 1 day, 3 days, 1 week, 2 weeks and 8 weeks after injury, four repetitions for each time point) and 4 normal samples. The Bayesian Estimation of Temporal Regulation (BETR) and randomForest packages were used to screen the temporal genes and the top 100 temporal genes, respectively. Then, the gplots package and Pearson correlation analysis separately were used to perform hot map analysis and expression pattern clustering for the top 100 temporal genes. Using the clusterProfiler package and TargetMine tool, their potential functions were analysed by enrichment analyses. Moreover, interaction relationships between these temporal genes and pathways were investigated by pathway-gene crosslinking networks.
  
  
  RESULTS
  In total, 1907 temporal genes were identified. The top 100 temporal genes were obtained and divided into six clusters. Most of the gene functions were enriched in biological process categories. ARG1 and NOS3 in cluster 4 were enriched in biological process of arginine catabolic process. TGFβ2, TGFβ3, ALDH2 and ALDH3A2 were correlated with numerous pathways in the pathway-gene crosslinking network. Pathways related to TGFβ2 and TGFβ3 were connected to pathways related to ARG1 and NOS3 via ARG1.
  
  
  CONCLUSIONS
  Several temporal genes, including TGFβ2, TGFβ3, ALDH2, ALDH3A2, ARG1 and NOS3, might be involved in SCI.
authors.affiliation: Department of Pain Management, Henan Provincial People's Hospital, The People's Hospital of Zhengzhou University, Zhengzhou, China.
authors.forename: S
authors.initials: S
authors.lastname: Ma
authors.affiliation: Department of Pain Management, Henan Provincial People's Hospital, The People's Hospital of Zhengzhou University, Zhengzhou, China.
authors.forename: J
authors.initials: J
authors.lastname: Wang
authors.affiliation: Department of Pain Management, Henan Provincial People's Hospital, The People's Hospital of Zhengzhou University, Zhengzhou, China.
authors.forename: L
authors.initials: L
authors.lastname: Liu
authors.affiliation: Department of Pain Management, Henan Provincial People's Hospital, The People's Hospital of Zhengzhou University, Zhengzhou, China.
authors.forename: L
authors.initials: L
authors.lastname: Xia
authors.affiliation: Department of Pain Management, Henan Provincial People's Hospital, The People's Hospital of Zhengzhou University, Zhengzhou, China.
authors.forename: R
authors.initials: R
authors.lastname: Tao
mesh_terms: D000818:Animals; D001499:Bayes Theorem; D016000:Cluster Analysis; D004195:Disease Models, Animal; D005260:Female; D015870:Gene Expression; D020869:Gene Expression Profiling / Q000379:methods; D046228:Microarray Analysis; D017208:Rats, Wistar; D013119:Spinal Cord Injuries / Q000235:genetics* / Q000378:metabolism*; D013997:Time Factors