RT Journal Article SR Electronic T1 The structure balance of gene-gene networks beyond pairwise interactions JF bioRxiv FD Cold Spring Harbor Laboratory SP 2021.10.01.462816 DO 10.1101/2021.10.01.462816 A1 Allahyari, Nastaran A1 Kargaran, Amir A1 Hosseiny, Ali A1 Jafari, G. R. YR 2021 UL http://biorxiv.org/content/early/2021/10/01/2021.10.01.462816.abstract AB Despite its high and direct impact on nearly all biological processes, the underlying structure of gene-gene interaction networks is investigated so far according to pair connections. To address this, we explore the gene interaction networks of the yeast Saccharomyces cerevisiae beyond pairwise interaction using the structural balance theory (SBT). Specifically, we ask whether essential and nonessential gene interaction networks are structurally balanced. We study triadic interactions in the weighted signed undirected gene networks and observe that balanced and unbalanced triads are over and underrepresented in both networks, thus beautifully in line with the strong notion of balance. Moreover, we note that the energy distribution of triads is significantly different in both essential and nonessential networks compared with the shuffled networks. Yet, this difference is greater in the essential network regarding the frequency as well as the energy of triads. Additionally, results demonstrate that triads in the essential gene network are more interconnected through sharing common links, while in the nonessential network they tend to be isolated. Last but not least, we investigate the contribution of all-length signed walks and its impact on the degree of balance. Our findings reveal that interestingly when considering longer cycles the nonessential gene network is more balanced compared to the essential network.Competing Interest StatementThe authors have declared no competing interest.