DeepPeptide predicts cleaved peptides in proteins using conditional random fields.

MOTIVATION: Peptides are ubiquitous throughout life and involved in a wide range of biological processes, ranging from neural signaling in higher organisms to antimicrobial peptides in bacteria. Many peptides are generated post-translationally by cleavage of precursor proteins and can thus not be detected directly from genomics data, as the specificities of the responsible proteases are often not completely understood. RESULTS: We present DeepPeptide, a deep learning model that predicts cleaved peptides directly from the amino acid sequence. DeepPeptide shows both improved precision and recall for peptide detection compared to previous methodology. We show that the model is capable of identifying peptides in underannotated proteomes. AVAILABILITY AND IMPLEMENTATION: DeepPeptide is available online at ku.biolib.com/DeepPeptide.

Identification and characterization of barley RNA-directed RNA polymerases.

RNA-directed RNA polymerases (RDRs) play crucial roles in the RNA silencing response of plants by enhancing and maintaining silencing signals. At least two members of the RDR group, namely RDR1 and RDR6, are implicated in defence against plant viruses. RDRs have so far only been characterized in dicot species. In this report, we identified and characterized HvRDR1, HvRDR2 and HvRDR6 genes in the monocot plant barley (Hordeum vulgare). We analysed their expression under various biotic and abiotic stresses including fungal and viral infections, salicylic acid treatment as well as during plant development. The different classes and subclasses of barley RDRs displayed contrasting expression patterns during pathogen challenge and development suggesting their involvement in specific regulatory pathways. Their response to heat and salicylic acid treatment suggests a conserved pattern of expression of these genes between monocot and dicot plant species. The existence of two HvRDR1 and two HvRDR6 genes suggests an evolutionary selection for specialization in response to biotic and abiotic stresses after gene duplication.

Stability of Barley stripe mosaic virus-induced gene silencing in barley.

Virus-induced gene silencing (VIGS) can be used as a powerful tool for functional genomics studies in plants. With this approach, it is possible to target most genes and downregulate the messenger (m)RNA in a sequence-specific manner. Barley stripe mosaic virus (BSMV) is an established VIGS vector for barley and wheat; however, silencing using this vector is generally transient, with efficient silencing often being confined to the first two or three systemically infected leaves. To investigate this further, part of the barley Phytoene desaturase (PDS) gene was inserted into BSMV and the resulting photobleaching in infected barley plants was used as a reporter for silencing. In addition, downregulation of PDS mRNA was measured by quantitative reverse-transcriptase polymerase chain reaction (qRT-PCR). Using fragments of PDS ranging from 128 to 584 nucleotides in BSMV, we observed that insert length influenced stability but not efficiency of VIGS. Silencing was transient in most cases; however, the decrease in PDS mRNA levels measured by qRT-PCR began earlier and lasted longer than the photobleaching. Occasionally, silencing persisted and could be transmitted through seed as well as via mechanical inoculation, although large parts of the insert had been lost from the virus vector. The instability of the insert, observed consistently throughout our experiments, offers an explanation for the transient nature of silencing when using BSMV as a VIGS vector.

Identifying the methyltransferases for m(5)U747 and m(5)U1939 in 23S rRNA using MALDI mass spectrometry.

There are three sites of m(5)U modification in Escherichia coli stable RNAs: one at the invariant tRNA position U54 and two in 23S rRNA at the phylogenetically conserved positions U747 and U1939. Each of these sites is modified by its own methyltransferase, and the tRNA methyltransferase, TrmA, is well-characterised. Two open reading frames, YbjF and YgcA, are approximately 30% identical to TrmA, and here we determine the functions of these candidate methyltransferases using MALDI mass spectrometry. A purified recombinant version of YgcA retains its activity and specificity, and methylates U1939 in an RNA transcript in vitro. We were unable to generate a recombinant version of YbjF that retained in vitro activity, so the function of this enzyme was defined in vivo by engineering a ybjF knockout strain. Comparison of the methylation patterns in 23S rRNAs from YbjF(+) and YbjF(-) strains showed that the latter differed only in the lack of the m(5)U747 modification. With this report, the functions of all the E.coli m(5)U RNA methyltransferases are identified, and a more appropriate designation for YbjF would be RumB (RNA uridine methyltransferases B), in line with the recent nomenclature change for YgcA (now RumA).

Mycobacterium smegmatis Erm(38) is a reluctant dimethyltransferase.

The waxy cell walls of mycobacteria provide intrinsic tolerance to a broad range of antibiotics, and this effect is augmented by specific resistance determinants. The inducible determinant erm(38) in the nontuberculous species Mycobacterium smegmatis confers high resistance to lincosamides and some macrolides, without increasing resistance to streptogramin B antibiotics. This is an uncharacteristic resistance pattern falling between the type I and type II macrolide, lincosamide, and streptogramin B (MLS(B)) phenotypes that are conferred, respectively, by Erm monomethyltransferases and dimethyltransferases. Erm dimethyltransferases are typically found in pathogenic bacteria and confer resistance to all MLS(B) drugs by addition of two methyl groups to nucleotide A2058 in 23S rRNA. We show here by mass spectrometry analysis of the mycobacterial rRNA that Erm(38) is indeed an A2058-specific dimethyltransferase. The activity of Erm(38) is lethargic, however, and only a meager proportion of the rRNA molecules become dimethylated in M. smegmatis, while most of the rRNAs are either monomethylated or remain unmethylated. The methylation pattern produced by Erm(38) clarifies the phenotype of M. smegmatis, as it is adequate to confer resistance to lincosamides and 14-member ring macrolides such as erythromycin, but it is insufficient to raise the level of resistance to streptogramin B drugs above the already high intrinsic tolerance displayed by this species.

Methyltransferase Erm(37) slips on rRNA to confer atypical resistance in Mycobacterium tuberculosis.

Members of the Mycobacterium tuberculosis complex possess a resistance determinant, erm(37) (also termed ermMT), which is a truncated homologue of the erm genes found in a diverse range of drug-producing and pathogenic bacteria. All erm genes examined thus far encode N(6)-monomethyltransferases or N(6),N(6)-dimethyltransferases that show absolute specificity for nucleotide A2058 in 23 S rRNA. Monomethylation at A2058 confers resistance to a subset of the macrolide, lincosamide, and streptogramin B (MLS(B)) group of antibiotics and no resistance to the latest macrolide derivatives, the ketolides. Dimethylation at A2058 confers high resistance to all MLS(B) and ketolide drugs. The erm(37) phenotype fits into neither category. We show here by tandem mass spectrometry that Erm(37) initially adds a single methyl group to its primary target at A2058 but then proceeds to attach additional methyl groups to the neighboring nucleotides A2057 and A2059. Other methyltransferases, Erm(E) and Erm(O), maintain their specificity for A2058 on mycobacterial rRNA. Erm(E) and Erm(O) have a full-length C-terminal domain, which appears to be important for stabilizing the methyltransferases at their rRNA target, and this domain is truncated in Erm(37). The lax interaction of the M. tuberculosis Erm(37) with its rRNA produces a unique methylation pattern and confers resistance to the ketolide telithromycin.