“…Driven by the evolutionary arms race, the proteins mediating these interactions, such as toxins, effectors, or virulence factors, typically evolve rapidly and are difficult to identify using traditional experimental and computational methods 63 . The major contribution of our research in this regard is to use dedicated protein domain-centric analysis strategies, comparative genomics, and evolutionary theory to identify such toxin/effector components and to formulate the principle of the systems behinds these interactions 42,43,62,63 .Previously, this approach has led to the discovery of several distinct classes of conflict systems, including bacterial polymorphic toxin systems involved in kin selection and bacteriahost interactions 42,43,45 , Crinkler-RHS (CR) effector systems at the interface of eukaryotic pathogen/symbiont-host interactions , nucleotide-centric conflict systems 64 , DNA modification systems deployed in phage-bacteria interactions 65 , and viral pathogenicity factors involved in coronavirus-host interactions 57,58 . Many of our computational predictions in protein function and the organizational principles of the systems have facilitated the creation of new concepts and directions in several research fields and have been later experimentally validated, including the recent discoveries of the enzymatic function of animal and plant TIR proteins 66,67 , adenosine methylation enzymes 68,69 , type III CRISPR-Cas systems 70,71 , and novel immunoglobulin proteins and ion channel proteins in SARS-CoV-2 57,58 , in addition to many work on PTSs 42,43,45 .…”