Effect of Sampling on Topology Predictions of Protein-protein Interaction Networks
Overview
Affiliations
Currently available protein-protein interaction (PPI) network or 'interactome' maps, obtained with the yeast two-hybrid (Y2H) assay or by co-affinity purification followed by mass spectrometry (co-AP/MS), only cover a fraction of the complete PPI networks. These partial networks display scale-free topologies--most proteins participate in only a few interactions whereas a few proteins have many interaction partners. Here we analyze whether the scale-free topologies of the partial networks obtained from Y2H assays can be used to accurately infer the topology of complete interactomes. We generated four theoretical interaction networks of different topologies (random, exponential, power law, truncated normal). Partial sampling of these networks resulted in sub-networks with topological characteristics that were virtually indistinguishable from those of currently available Y2H-derived partial interactome maps. We conclude that given the current limited coverage levels, the observed scale-free topology of existing interactome maps cannot be confidently extrapolated to complete interactomes.
Simplicity within biological complexity.
Przulj N, Malod-Dognin N Bioinform Adv. 2025; 5(1):vbae164.
PMID: 39927291 PMC: 11805345. DOI: 10.1093/bioadv/vbae164.
De Domenico M, Allegri L, Caldarelli G, dAndrea V, Di Camillo B, Rocha L NPJ Digit Med. 2025; 8(1):37.
PMID: 39825012 PMC: 11742446. DOI: 10.1038/s41746-024-01402-3.
Emergence of power law distributions in protein-protein interaction networks through study bias.
Blumenthal D, Lucchetta M, Kleist L, Fekete S, List M, Schaefer M Elife. 2024; 13.
PMID: 39660719 PMC: 11718653. DOI: 10.7554/eLife.99951.
Inference of single-cell network using mutual information for scRNA-seq data analysis.
Chang L, Hao T, Wang W, Lin C BMC Bioinformatics. 2024; 25(Suppl 2):292.
PMID: 39237886 PMC: 11378379. DOI: 10.1186/s12859-024-05895-3.
Folding and Binding Kinetics of the Tandem of SH2 Domains from SHP2.
Pagano L, Pennacchietti V, Malagrino F, Di Felice M, Toso J, Puglisi E Int J Mol Sci. 2024; 25(12).
PMID: 38928272 PMC: 11203950. DOI: 10.3390/ijms25126566.