MetaCerberus: distributed highly parallelized HMM-based processing for robust functional annotation across the tree of life.

MOTIVATION: MetaCerberus is a massively parallel, fast, low memory, scalable annotation tool for inference gene function across genomes to metacommunities. MetaCerberus provides an elusive HMM/HMMER-based tool at a rapid scale with low memory. It offers scalable gene elucidation to major public databases, including KEGG (KO), COGs, CAZy, FOAM, and specific databases for viruses, including VOGs and PHROGs, from single genomes to metacommunities. RESULTS: MetaCerberus is 1.3× as fast on a single node than eggNOG-mapper v2 on 5× less memory using an exclusively HMM/HMMER mode. In a direct comparison, MetaCerberus provides better annotation of viruses, phages, and archaeal viruses than DRAM, Prokka, or InterProScan. MetaCerberus annotates more KOs across domains when compared to DRAM, with a 186× smaller database, and with 63× less memory. MetaCerberus is fully integrated for automatic analysis of statistics and pathways using differential statistic tools (i.e. DESeq2 and edgeR), pathway enrichment (GAGE R), and pathview R. MetaCerberus provides a novel tool for unlocking the biosphere across the tree of life at scale. AVAILABILITY AND IMPLEMENTATION: MetaCerberus is written in Python and distributed under a BSD-3 license. The source code of MetaCerberus is freely available at https://github.com/raw-lab/metacerberus compatible with Python 3 and works on both Mac OS X and Linux. MetaCerberus can also be easily installed using bioconda: mamba create -n metacerberus -c bioconda -c conda-forge metacerberus.

"886-84-like" tick-borne encephalitis virus strains: Intraspecific status elucidated by comparative genomics.

Tick-borne encephalitis virus (TBEV) can cause severe meningitis, encephalitis, and meningoencephalitis. TBEV represents a pathogen of high zoonotic potential and an emerging global threat. There are three known subtypes of TBEV: Far-Eastern, Siberian and European. Since 2001 there have been suggestions that two new subtypes may be distinguished: "178-79" and "886-84". These assumptions are based on the results of the envelope gene fragment sequencing (Zlobin et al., 2001; Kovalev and Mukhacheva, 2017) and genotype-specific probes molecular hybridization (Demina et al., 2010). There is only one full-genome sequence of "178-79" strain and two identical ones of "886-84" strain can be found in GenBank. For clarification of the intraspecific position of the "886-84-like" strains group we completely sequenced six previously unknown "886-84-like" strains isolated in Eastern Siberia. As a result of applying different bioinformatics approaches, we can confirm that "886-84-like" strains group is a distinct subtype of TBEV.

Viral Communities of Shark Bay Modern Stromatolites.

Single stranded DNA viruses have been previously shown to populate the oceans on a global scale, and are endemic in microbialites of both marine and freshwater systems. We undertook for the first time direct viral metagenomic shotgun sequencing to explore the diversity of viruses in the modern stromatolites of Shark Bay Australia. The data indicate that Shark Bay marine stromatolites have similar diversity of ssDNA viruses to that of Highbourne Cay, Bahamas. ssDNA viruses in cluster uniquely in Shark Bay and Highbourne Cay, potentially due to enrichment by phi29-mediated amplification bias. Further, pyrosequencing data was assembled from the Shark Bay systems into two putative viral genomes that are related to Genomoviridae family of ssDNA viruses. In addition, the cellular fraction was shown to be enriched for antiviral defense genes including CRISPR-Cas, BREX (bacteriophage exclusion), and DISARM (defense island system associated with restriction-modification), a potentially novel finding for these systems. This is the first evidence for viruses in the Shark Bay stromatolites, and these viruses may play key roles in modulating microbial diversity as well as potentially impacting ecosystem function through infection and the recycling of key nutrients.