title: Gene set enrichment and topological analyses based on interaction networks in pediatric acute lymphoblastic leukemia.
abstract: Pediatric acute lymphoblastic leukemia (ALL) accounts for over one-quarter of all pediatric cancers. Interacting genes and proteins within the larger human gene interaction network of the human genome are rarely investigated by studies investigating pediatric ALL. In the present study, interaction networks were constructed using the empirical Bayesian approach and the Search Tool for the Retrieval of Interacting Genes/proteins database, based on the differentially-expressed (DE) genes in pediatric ALL, which were identified using the RankProd package. Enrichment analysis of the interaction network was performed using the network-based methods EnrichNet and PathExpand, which were compared with the traditional expression analysis systematic explored (EASE) method. In total, 398 DE genes were identified in pediatric ALL, and LIF was the most significantly DE gene. The co-expression network consisted of 272 nodes, which indicated genes and proteins, and 602 edges, which indicated the number of interactions adjacent to the node. Comparison between EASE and PathExpand revealed that PathExpand detected more pathways or processes that were closely associated with pediatric ALL compared with the EASE method. There were 294 nodes and 1,588 edges in the protein-protein interaction network, with the processes of hematopoietic cell lineage and porphyrin metabolism demonstrating a close association with pediatric ALL. Network enrichment analysis based on the PathExpand algorithm was revealed to be more powerful for the analysis of interaction networks in pediatric ALL compared with the EASE method. LIF and MLLT11 were identified as the most significantly DE genes in pediatric ALL. The process of hematopoietic cell lineage was the pathway most significantly associated with pediatric ALL.
authors.affiliation: Department of Pediatrics, Shandong Dongying People's Hospital, Dongying, Shandong 257091, P.R. China.
authors.forename: Shuxiang
authors.initials: S
authors.lastname: Sui
authors.affiliation: Department of Pediatrics, Shandong Dongying People's Hospital, Dongying, Shandong 257091, P.R. China.
authors.forename: Xin
authors.initials: X
authors.lastname: Wang
authors.affiliation: Department of Pediatrics, Shandong Dongying People's Hospital, Dongying, Shandong 257091, P.R. China.
authors.forename: Hua
authors.initials: H
authors.lastname: Zheng
authors.affiliation: Department of Pediatrics, Shandong Dongying People's Hospital, Dongying, Shandong 257091, P.R. China.
authors.forename: Hua
authors.initials: H
authors.lastname: Guo
authors.affiliation: Department of Pediatrics, Shandong Dongying People's Hospital, Dongying, Shandong 257091, P.R. China.
authors.forename: Tong
authors.initials: T
authors.lastname: Chen
authors.affiliation: Department of Pediatrics, Shandong Dongying People's Hospital, Dongying, Shandong 257091, P.R. China.
authors.forename: Dong-Mei
authors.initials: DM
authors.lastname: Ji
keywords: PathExpand; interaction network; pediatric acute lymphoblastic leukemia; topological