Botnet Attack Detection Using A Hybrid Supervised Fast-Flux Killer System

A Fast Flux Service Network (FFSN) domain name system method is a technique used on botnet that bot herders used to support malicious botnet actions to rapidly change the domain name IP addresses and to increase the life of malicious servers. While several methods for the detection of FFSN domains are suggested, they are still suffering from relatively low accuracy with the zero-day domain in particular. Throughout the current research, a system that’s deemed new is proposed. The latter system is called (the Fast Flux Killer System) and is abbreviated as (FFKS)). It allows one to have the FF-Domains “zero-day”, via a deployment built on (ADeSNN). It is a hybrid, which consists of two stages. The online phase according to the learning outcomes from the offline phase works on detecting the zero-day domains while the offline phase helps in enhancing the classification performance of the system in the online phase. This system will be compared to a previously published work that was based on a supervised detection method using the same ADeSNN algorithm to have the FFSNs domains detected, also to show better performance in detecting malicious domains. A public data set for the impacts of the hybrid ADeSNN algorithm is employed in the experiment. When hybrid ADeSNN was used over the supervised one, the experiments showed better accuracy. The detection of zero-day fast-flux domains is highly accurate (99.54%) in a mode considered as an online one.

Unusual relatives of the multisubunit RNA polymerase

Transcription, the first step of gene expression, is accomplished in all domains of life by the multisubunit RNA polymerase (msRNAP). Accordingly, the msRNAP is an ancient enzyme that is ubiquitous across all cellular organisms. Conserved in absolutely all msRNAPs is the catalytic magnesium-binding aspartate triad and the structural fold it is present on, the double ψ β barrel (DPBB). In-depth bioinformatics has begun to reveal a wealth of unusual proteins distantly related to msRNAP, identified due to their possession of the aspartate triad and DPBB folds. Three examples of these novel RNAPs are YonO of the Bacillus subtilis SPβ prophage, non-virion RNAP (nvRNAP) of the B. subtilis AR9 bacteriophage and ORF6 RNAP of the Kluyveromyces lactis cytoplasmic killer system. While YonO and AR9 nvRNAP are both bacteriophage enzymes, they drastically contrast. YonO is an incredibly minimal single-subunit RNAP, while AR9 nvRNAP is multisubunit bearing much more resemblance to the canonical msRNAP. ORF6 RNAP is an intermediate, given it is a single-subunit enzyme with substantial conservation with the msRNAP. Recent findings have begun to shed light on these polymerases, which have the potential to update our understanding of the mechanisms used for transcription and give new insights into the canonical msRNAP and its evolution. This mini-review serves to introduce and outline our current understanding of these three examples of novel, unusual RNAPs.

Saccharomyces paradoxus K66 Killer System Evidences Expanded Assortment of Helper and Satellite Viruses

The Saccharomycetaceae yeast family recently became recognized for expanding of the repertoire of different dsRNA-based viruses, highlighting the need for understanding of their cross-dependence. We isolated the Saccharomyces paradoxus AML-15-66 killer strain from spontaneous fermentation of serviceberries and identified helper and satellite viruses of the family Totiviridae, which are responsible for the killing phenotype. The corresponding full dsRNA genomes of viruses have been cloned and sequenced. Sequence analysis of SpV-LA-66 identified it to be most similar to S. paradoxus LA-28 type viruses, while SpV-M66 was mostly similar to the SpV-M21 virus. Sequence and functional analysis revealed significant differences between the K66 and the K28 toxins. The structural organization of the K66 protein resembled those of the K1/K2 type toxins. The AML-15-66 strain possesses the most expressed killing property towards the K28 toxin-producing strain. A genetic screen performed on S. cerevisiae YKO library strains revealed 125 gene products important for the functioning of the S. paradoxus K66 toxin, with 85% of the discovered modulators shared with S. cerevisiae K2 or K1 toxins. Investigation of the K66 protein binding to cells and different polysaccharides implies the β-1,6 glucans to be the primary receptors of S. paradoxus K66 toxin. For the first time, we demonstrated the coherent habitation of different types of helper and satellite viruses in a wild-type S. paradoxus strain.

Pichia acaciae Killer System: Genetic Analysis of Toxin Immunity

ABSTRACT The gene responsible for self-protection in the Pichia acaciae killer plasmid system was identified by heterologous expression in Saccharomyces cerevisiae. Resistance profiling and conditional toxin/immunity coexpression analysis revealed dose-independent protection by pPac1-2 ORF4 and intracellular interference with toxin function, suggesting toxin reinternalization in immune killer cells.