TY - CHAP
T1 - SiBIC
T2 - A tool for generating a network of biclusters captured by maximal frequent itemset mining
AU - Takahashi, Kei Ichiro
AU - duVerle, David A.
AU - Yotsukura, Sohiya
AU - Takigawa, Ichigaku
AU - Mamitsuka, Hiroshi
PY - 2018/1/1
Y1 - 2018/1/1
N2 - Biclustering extracts coexpressed genes under certain experimental conditions, providing more precise insight into the genetic behaviors than one-dimensional clustering. For understanding the biological features of genes in a single bicluster, visualizations such as heatmaps or parallel coordinate plots and tools for enrichment analysis are widely used. However, simultaneously handling many biclusters still remains a challenge. Thus, we developed a web service named SiBIC, which, using maximal frequent itemset mining, exhaustively discovers significant biclusters, which turn into networks of overlapping biclusters, where nodes are gene sets and edges show their overlaps in the detected biclusters. SiBIC provides a graphical user interface for manipulating a gene set network, where users can find target gene sets based on the enriched network. This chapter provides a user guide/instruction of SiBIC with background of having developed this software. SiBIC is available at http://utrecht.kuicr.kyoto-u.ac.jp:8080/sibic/faces/index.jsp.
AB - Biclustering extracts coexpressed genes under certain experimental conditions, providing more precise insight into the genetic behaviors than one-dimensional clustering. For understanding the biological features of genes in a single bicluster, visualizations such as heatmaps or parallel coordinate plots and tools for enrichment analysis are widely used. However, simultaneously handling many biclusters still remains a challenge. Thus, we developed a web service named SiBIC, which, using maximal frequent itemset mining, exhaustively discovers significant biclusters, which turn into networks of overlapping biclusters, where nodes are gene sets and edges show their overlaps in the detected biclusters. SiBIC provides a graphical user interface for manipulating a gene set network, where users can find target gene sets based on the enriched network. This chapter provides a user guide/instruction of SiBIC with background of having developed this software. SiBIC is available at http://utrecht.kuicr.kyoto-u.ac.jp:8080/sibic/faces/index.jsp.
KW - Biclustering
KW - Frequent itemset mining
KW - Gene enrichment analysis
KW - Gene expression
KW - Gene set network
UR - http://www.scopus.com/inward/record.url?scp=85051167808&partnerID=8YFLogxK
U2 - 10.1007/978-1-4939-8561-6_8
DO - 10.1007/978-1-4939-8561-6_8
M3 - Chapter
AN - SCOPUS:85051167808
SN - 978-1-4939-8560-9
T3 - Methods in Molecular Biology
SP - 95
EP - 111
BT - Methods in Molecular Biology
PB - Springer
ER -