Journal
JOURNAL OF MOLECULAR BIOLOGY
Volume 433, Issue 10, Pages -Publisher
ACADEMIC PRESS LTD- ELSEVIER SCIENCE LTD
DOI: 10.1016/j.jmb.2021.166944
Keywords
protein-protein interaction networks; multiple-chain threading; Escherichia coli genome; structural interactome; network centrality
Categories
Funding
- National Institute of General Medical Sciences [GM136422, S10OD026825]
- National Institute of Allergy and Infectious Diseases [AI134678]
- National Science Foundation [IIS1901191, DBI2030790, MTM2025426]
- National Natural Science Foundation of China [31971180, 11474013]
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The study introduced a uniform pipeline called Threpp, which effectively addresses the issue of genome-wide protein-protein interaction determination with increased accuracy. Experimental results on the Escherichia coli genome showed that Threpp generated a greater number of accurate PPIs, which are crucial for the survival and evolution of E. coli.
Genome-wide protein-protein interaction (PPI) determination remains a significant unsolved problem in structural biology. The difficulty is twofold since high-throughput experiments (HTEs) have often a relatively high false-positive rate in assigning PPIs, and PPI quaternary structures are more difficult to solve than tertiary structures using traditional structural biology techniques. We proposed a uniform pipeline, Threpp, to address both problems. Starting from a pair of monomer sequences, Threpp first threads both sequences through a complex structure library, where the alignment score is combined with HTE data using a naive Bayesian classifier model to predict the likelihood of two chains to interact with each other. Next, quaternary complex structures of the identified PPIs are constructed by reassembling monomeric alignments with dimeric threading frameworks through interface-specific structural alignments. The pipeline was applied to the Escherichia coli genome and created 35,125 confident PPIs which is 4.5-fold higher than HTE alone. Graphic analyses of the PPI networks show a scale-free cluster size distribution, consistent with previous studies, which was found critical to the robustness of genome evolution and the centrality of functionally important proteins that are essential to E. coli survival. Furthermore, complex structure models were constructed for all predicted E. coli PPIs based on the quaternary threading alignments, where 6771 of them were found to have a high confidence score that corresponds to the correct fold of the complexes with a TM-score >0.5, and 39 showed a close consistency with the later released experimental structures with an average TM-score = 0.73. These results demonstrated the significant usefulness of threading-based homologous modeling in both genome-wide PPI network detection and complex structural construction. (C) 2021 Elsevier Ltd. All rights reserved.
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