TY - JOUR
T1 - Susceptibility of the human pathways graphs to fragmentation by small sets of microRNAs
AU - Naamati, Guy
AU - Friedman, Yitzhak
AU - Balaga, Ohad
AU - Linial, Michal
N1 - Funding Information:
Funding: The work is partially supported by the ISF 592/07 and the BSF 2007219.
PY - 2012/4
Y1 - 2012/4
N2 - Motivation: MicroRNAs (miRNAs) are short sequences that negatively regulate gene expression. The current understanding of miRNA and their corresponding mRNA targets is primarily based on prediction programs. This study addresses the potential of a coordinated action of miRNAs to manipulate the human pathways. Specifically, we investigate the effectiveness of disrupting the topology of human pathway graphs through a regulation by miRNAs.Results: From a set of miRNA candidates that is associated with a pathway, an exhaustive search for all possible doubles and triplets (coined miR-Duo, miR-Trios) is performed. The impact of each miR-combination on the connectivity of the pathway graph was quantified. About 170 human pathways were tested, and the miR-Duos and miR-Trios were scored for their ability to disrupt these pathway graphs. We show that 75% of all pathways are effectively disconnected by a small number of pathway-specific miR-Trios. Only 15% of the human pathways are resistant to fragmentation by miR-Duos or miR-Trios. Significantly, the combination of the most effective miR-Trios is unique. Thus, a specific regulation of a pathway within the cell is guaranteed. The impact of the selected miR-Duo/Trios on various diseases is discussed.Conclusions: The methodology presented shows that the synthesis of the topology of a network with a detailed understanding of the miRNAs' regulation is useful in exposing critical nodes of the network. We propose the miR-Trio approach as a basis for rationally designed perturbation experiments.
AB - Motivation: MicroRNAs (miRNAs) are short sequences that negatively regulate gene expression. The current understanding of miRNA and their corresponding mRNA targets is primarily based on prediction programs. This study addresses the potential of a coordinated action of miRNAs to manipulate the human pathways. Specifically, we investigate the effectiveness of disrupting the topology of human pathway graphs through a regulation by miRNAs.Results: From a set of miRNA candidates that is associated with a pathway, an exhaustive search for all possible doubles and triplets (coined miR-Duo, miR-Trios) is performed. The impact of each miR-combination on the connectivity of the pathway graph was quantified. About 170 human pathways were tested, and the miR-Duos and miR-Trios were scored for their ability to disrupt these pathway graphs. We show that 75% of all pathways are effectively disconnected by a small number of pathway-specific miR-Trios. Only 15% of the human pathways are resistant to fragmentation by miR-Duos or miR-Trios. Significantly, the combination of the most effective miR-Trios is unique. Thus, a specific regulation of a pathway within the cell is guaranteed. The impact of the selected miR-Duo/Trios on various diseases is discussed.Conclusions: The methodology presented shows that the synthesis of the topology of a network with a detailed understanding of the miRNAs' regulation is useful in exposing critical nodes of the network. We propose the miR-Trio approach as a basis for rationally designed perturbation experiments.
UR - http://www.scopus.com/inward/record.url?scp=84859237943&partnerID=8YFLogxK
U2 - 10.1093/bioinformatics/bts077
DO - 10.1093/bioinformatics/bts077
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C2 - 22328785
AN - SCOPUS:84859237943
SN - 1367-4803
VL - 28
SP - 983
EP - 990
JO - Bioinformatics
JF - Bioinformatics
IS - 7
M1 - bts077
ER -