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An expanded evaluation of protein function prediction methods shows an improvement in accuracy
(2016)
Background
A major bottleneck in our understanding of the molecular underpinnings of life is the assignment of function to proteins. While molecular experiments provide the most reliable annotation of proteins, their relatively low throughput and restricted purview have led to an increasing role for computational function prediction. However, assessing methods for protein function prediction and tracking progress in the field remain challenging.
Results
We conducted the second critical assessment of functional annotation (CAFA), a timed challenge to assess computational methods that automatically assign protein function. We evaluated 126 methods from 56 research groups for their ability to predict biological functions using Gene Ontology and gene-disease associations using Human Phenotype Ontology on a set of 3681 proteins from 18 species. CAFA2 featured expanded analysis compared with CAFA1, with regards to data set size, variety, and assessment metrics. To review progress in the field, the analysis compared the best methods from CAFA1 to those of CAFA2.
Conclusions
The top-performing methods in CAFA2 outperformed those from CAFA1. This increased accuracy can be attributed to a combination of the growing number of experimental annotations and improved methods for function prediction. The assessment also revealed that the definition of top-performing algorithms is ontology specific, that different performance metrics can be used to probe the nature of accurate predictions, and the relative diversity of predictions in the biological process and human phenotype ontologies. While there was methodological improvement between CAFA1 and CAFA2, the interpretation of results and usefulness of individual methods remain context-dependent.
The membrane protein EsaA is a conserved component of the type VIIb secretion system. Limited proteolysis of purified EsaA from Staphylococcus aureus USA300 identified a stable 48 kDa fragment, which was mapped by fingerprint mass spectrometry to an uncharacterized extracellular segment of EsaA. Analysis by circular dichroism spectroscopy showed that this fragment folds into a single stable domain made of mostly α‐helices with a melting point of 34.5°C. Size‐exclusion chromatography combined with multi‐angle light scattering indicated the formation of a dimer of the purified extracellular domain. Octahedral crystals were grown in 0.2 M ammonium citrate tribasic pH 7.0, 16% PEG 3350 using the hanging‐drop vapor‐diffusion method. Diffraction data were analyzed to 4.0 Å resolution, showing that the crystals belonged to the enantiomorphic tetragonal space groups P41212 or P43212, with unit‐cell parameters a = 197.5, b = 197.5, c = 368.3 Å, α = β = γ = 90°.
The heterotrimeric protein kinase SNF1 plays a key role in the metabolic adaptation of the pathogenic yeast Candida albicans. It consists of the essential catalytic α-subunit Snf1, the γ-subunit Snf4, and one of the two β-subunits Kis1 and Kis2. Snf4 is required to release the N-terminal catalytic domain of Snf1 from autoinhibition by the C-terminal regulatory domain, and snf4Δ mutants cannot grow on carbon sources other than glucose. In a screen for suppressor mutations that restore growth of a snf4Δ mutant on alternative carbon sources, we isolated a mutant in which six amino acids between the N-terminal kinase domain and the C-terminal regulatory domain of Snf1 were deleted. The deletion was caused by an intragenic recombination event between two 8-bp direct repeats flanking six intervening codons. In contrast to truncated forms of Snf1 that contain only the kinase domain, the Snf4-independent Snf1\(^{Δ311 − 316}\) was fully functional and could replace wild-type Snf1 for normal growth, because it retained the ability to interact with the Kis1 and Kis2 β-subunits via its C-terminal domain. Indeed, the Snf4-independent Snf1\(^{Δ311 − 316}\) still required the β-subunits of the SNF1 complex to perform its functions and did not rescue the growth defects of kis1Δ mutants. Our results demonstrate that a preprogrammed in-frame deletion event within the SNF1 coding region can generate a mutated form of this essential kinase which abolishes autoinhibition and thereby overcomes growth deficiencies caused by a defect in the γ-subunit Snf4.
Salmonella Typhimurium (S.Tm) is a common cause of self-limiting diarrhea. The mucosal inflammation is thought to arise from a standoff between the pathogen's virulence factors and the host's mucosal innate immune defenses, particularly the mucosal NAIP/NLRC4 inflammasome. However, it had remained unclear how this switches the gut from homeostasis to inflammation. This was studied using the streptomycin mouse model. S.Tm infections in knockout mice, cytokine inhibition and –injection experiments revealed that caspase-1 (not -11) dependent IL-18 is pivotal for inducing acute inflammation. IL-18 boosted NK cell chemoattractants and enhanced the NK cells' migratory capacity, thus promoting mucosal accumulation of mature, activated NK cells. NK cell depletion and Prf\(^{-/-}\) ablation (but not granulocyte-depletion or T-cell deficiency) delayed tissue inflammation. Our data suggest an NK cell perforin response as one limiting factor in mounting gut mucosal inflammation. Thus, IL-18-elicited NK cell perforin responses seem to be critical for coordinating mucosal inflammation during early infection, when S.Tm strongly relies on virulence factors detectable by the inflammasome. This may have broad relevance for mucosal defense against microbial pathogens.
Our body is colonized by a vast array of bacteria the sum of which forms our microbiota. The gut alone harbors >1,000 bacterial species. An understanding of their individual or synergistic contributions to human health and disease demands means to interfere with their functions on the species level. Most of the currently available antibiotics are broad‐spectrum, thus too unspecific for a selective depletion of a single species of interest from the microbiota. Programmable RNA antibiotics in the form of short antisense oligonucleotides (ASOs) promise to achieve precision manipulation of bacterial communities. These ASOs are coupled to small peptides that carry them inside the bacteria to silence mRNAs of essential genes, for example, to target antibiotic‐resistant pathogens as an alternative to standard antibiotics. There is already proof‐of‐principle with diverse bacteria, but many open questions remain with respect to true species specificity, potential off‐targeting, choice of peptides for delivery, bacterial resistance mechanisms and the host response. While there is unlikely a one‐fits‐all solution for all microbiome species, I will discuss how recent progress in bacterial RNA biology may help to accelerate the development of programmable RNA antibiotics for microbiome editing and other applications.
Analysis of a multi-component multi-stage malaria vaccine candidate—tackling the cocktail challenge
(2015)
Combining key antigens from the different stages of the P. falciparum life cycle in the context of a multi-stage-specific cocktail offers a promising approach towards the development of a malaria vaccine ideally capable of preventing initial infection, the clinical manifestation as well as the transmission of the disease. To investigate the potential of such an approach we combined proteins and domains (11 in total) from the pre-erythrocytic, blood and sexual stages of P. falciparum into a cocktail of four different components recombinantly produced in plants. After immunization of rabbits we determined the domain-specific antibody titers as well as component-specific antibody concentrations and correlated them with stage specific in vitro efficacy. Using purified rabbit immune IgG we observed strong inhibition in functional in vitro assays addressing the pre-erythrocytic (up to 80%), blood (up to 90%) and sexual parasite stages (100%). Based on the component-specific antibody concentrations we calculated the IC50 values for the pre-erythrocytic stage (17–25 μg/ml), the blood stage (40–60 μg/ml) and the sexual stage (1.75 μg/ml). While the results underline the feasibility of a multi-stage vaccine cocktail, the analysis of component-specific efficacy indicates significant differences in IC50 requirements for stage-specific antibody concentrations providing valuable insights into this complex scenario and will thereby improve future approaches towards malaria vaccine cocktail development regarding the selection of suitable antigens and the ratios of components, to fine tune overall and stage-specific efficacy.
The S flmbrial adhesln (Sfa) enables Esch richla colito attach to slalfc acld-containing receptor molecules of eukaryotJc cells. As prevlously reported, the genetlc determinant coding for the Sfa of an E. co/1 06 strain was cloned, the gene codlng for the major fimbrfal subunit was ldentlfled and sequenced and th.e S speclflc adhesin was detected. Here we present evidence that ln addltlon to the major subunit proteln SfaA three other minor subunit proteins, SfaG (17 kD), SfaS (14kD) and SfaH (31 kD) can be isolated from the S..speclfic flmbrial adhesln complex. The genes coding for these minor subunits were ldenblied, mutagenlzed separately and sequenced. Using haemagglutlnatton tests. electron-microscopy and quantitative ELISA assays with monoclonal anti-SfaA and anti-SfaS antlbodles the functlons of the minor subunlts were determined. lt was determlned that SfaS ls ldentlcal to the S-specific adhesln; whlch also plays a role ln deterrninatlon of the degree of fimbri· ation ofthe cell. The mlnor subunit SfaH also had some Jnfluence on the Ievei of fimbrlation of the cell. while StaG ls necessary for full expression of S·specific binding. lt was further shown that the amino-terminal proteln sequence of the isolated SfaS profein was identJcal to the proteln sequence calculated from the DNA sequence of the sfaS gene locus.
Analysis of host microRNA function uncovers a role for miR-29b-2-5p in Shigella capture by filopodia
(2017)
MicroRNAs play an important role in the interplay between bacterial pathogens and host cells, participating as host defense mechanisms, as well as exploited by bacteria to subvert host cellular functions. Here, we show that microRNAs modulate infection by Shigella flexneri, a major causative agent of bacillary dysentery in humans. Specifically, we characterize the dual regulatory role of miR-29b-2-5p during infection, showing that this microRNA strongly favors Shigella infection by promoting both bacterial binding to host cells and intracellular replication. Using a combination of transcriptome analysis and targeted high-content RNAi screening, we identify UNC5C as a direct target of miR-29b-2-5p and show its pivotal role in the modulation of Shigella binding to host cells. MiR-29b-2-5p, through repression of UNC5C, strongly enhances filopodia formation thus increasing Shigella capture and promoting bacterial invasion. The increase of filopodia formation mediated by miR-29b-2-5p is dependent on RhoF and Cdc42 Rho-GTPases. Interestingly, the levels of miR-29b-2-5p, but not of other mature microRNAs from the same precursor, are decreased upon Shigella replication at late times post-infection, through degradation of the mature microRNA by the exonuclease PNPT1. While the relatively high basal levels of miR-29b-2-5p at the start of infection ensure efficient Shigella capture by host cell filopodia, dampening of miR-29b-2-5p levels later during infection may constitute a bacterial strategy to favor a balanced intracellular replication to avoid premature cell death and favor dissemination to neighboring cells, or alternatively, part of the host response to counteract Shigella infection. Overall, these findings reveal a previously unappreciated role of microRNAs, and in particular miR-29b-2-5p, in the interaction of Shigella with host cells.
Over a period of 3 years, Legionella pneumophila serogroup 6 strains were isolated from warm water outlets and dental units in the Dental Faculty and from the Surgery and Internal Medicine Clinics at the University of Dresden, Dresden, Germany. In the bacteriological unit of the above-mentioned facility, L. pneumophila serogroups 3 and 12 were grown frl,)m warm water specimens. The medical facilities are located in separate buildings connected with a ring pipe warm water system. All L. pneumophila serogroup 6 strains isolated from the warm water supply reacted with a serogroup-specific monoclonal antibody, but not with two other monoclonal antibodies which are subgroup specific, reacting with other serogroup 6 strains. The NolI genomic profiles obtained by pulsed-field gel electrophoresis of 25 serogroup 6 strains isolated from the Dental Faculty over a 3-year period, 1 isolate from the Internal Medicine Clinic, and 4 strains from the Surgery Clinic were identical. Furthermore, all these strains hybridized with a 3OO-kb NolI fragment when a legiolysin (lIy)-specific DNA probe was used. The NolI pattern, however, differed from those of six serogroup 6 strains of other origins, one serogroup 12 strain from the bacteriological unit, and another six unrelated strains of serogroups other than serogroup 6. L. pneumophila serogroup 6 strains which can be divided into only two subgroups by the use of monoclonal antibodies are differentiated in at least six Noli cleavage types obtained by pulsed-field electrophoresis.
1. Summary Candida albicans is an opportunistic human fungal pathogen that causes a variety of infections, ranging from superficial mucosal to deep-seated systemic infections, especially in immunocompromised patients. Although the ability of C.albicans to cause disease largely depends on the immune status of the host, the fungus also exhibits specific characteristics that facilitate colonization, dissemination, and adaptation to different host niches and thereby turn C.albicans from a harmless commensal to an aggressive pathogen. In response to various environmental stimuli C.albicans switches from growth as a budding yeast to invasive filamentous growth, and this morphogenetic switch plays an important role in C.albicans pathogenesis. Nitrogen limitation is one of the signals that induce filamentous growth in C.albicans, and the control of the morphogenetic transition by nitrogen availability was studied in detail in the present work. Ammonium is a preferred nitrogen source for yeasts that is taken up into the cells by specific transporters. It was found in this study that C.albicans possesses two major ammonium transporters, encoded by the CaMEP1 and CaMEP2 genes, expression of which is induced by nitrogen starvation. Whereas mep1 or mep2 single mutants grew as well as the wild-type strain on limiting concentrations of ammonium, deletion of both transporters rendered C.albicans unable to grow at ammonium concentrations below 5 mM. In contrast to mep1 mutants, mep2 mutants failed to filament and grew only in the yeast form under nitrogen starvation conditions, indicating that in addition to its role as an ammonium transporter CaMep2p also has a signaling function in the induction of filamentous growth. CaMep2p was found to be a less efficient ammonium transporter than CaMep1p and to be expressed at much higher levels, a distinguishing feature important for its signaling function. By the construction and analysis of serially truncated versions of CaMep2p, the C-terminal cytoplasmic tail of the protein was shown to be essential for signaling but dispensable for ammonium transport, demonstrating that these two functions of CaMep2p are separable. In C.albicans at least two signal transduction pathways, a MAP kinase cascade and a cAMP-dependent pathway ending in the transcriptional regulators Cph1p and Efg1p, respectively, control filamentous growth, and mutants defective in either one of these pathways are defective for filamentation under nitrogen starvation conditions. A hyperactive CaMEP2 allele rescued the filamentation defect of a cph1 or a efg1 mutant, but not of a cph1 efg1 double mutant or a mutant deleted for RAS1, which acts upstream of and activates both signaling pathways. Conversely, a dominant active RAS1 allele or addition of exogenous cAMP rescued the filamentation defect of mep2 mutants. These results suggest that CaMep2p activates both the MAP kinase and the cAMP pathway in a Ras1p dependent manner to promote filamentous growth under nitrogen starvation conditions. At sufficiently high concentrations, ammonium repressed filamentous growth even when the signaling pathways were artificially activated. Therefore, C.albicans has established a regulatory circuit in which a preferred nitrogen source, ammonium, serves as an inhibitor of morphogenesis that is taken up into the cell by the same transporter that induces filamentous growth in response to nitrogen starvation. Although a detailed understanding of virulence mechanisms of C.albicans may ultimately lead to novel approaches to combat infections caused by this pathogen, the identification and characterization of essential genes as potential targets for the development of antifungal drugs is a strategy favoured by most pharmaceutical companies. Therefore, C.albicans homologs of three genes that are essential in other fungi were selected in collaboration with an industrial partner and functionally characterized in this work. RAP1 encodes the repressor/activator protein 1, a transcription factor and telomere binding protein that is essential for viability in the budding yeast Saccharomyces cerevisiae. However, deletion of the C.albicans RAP1 homolog did not affect viability or growth of the mutants, suggesting that it is not a promising target. CBF1 (centromere binding factor 1) is necessary for proper chromosome segregation and transcriptional activation of methionine biosynthesis genes in S.cerevisiae and is essential for viability in the related yeasts Kluyveromyces lactis and Candida glabrata. Deletion of CBF1 in C.albicans did not result in an increased frequency of chromosome loss, indicating that it has no role in chromosome segregation in this organism. However, the C.albicans cbf1 mutants exhibited severe growth impairment, temperature sensitivity at 42°C, and auxotrophy for sulphur amino acids, suggesting that Cbf1p is a transcription factor that is important for normal growth of C.albicans. YIL19 is an essential gene in S.cerevisiae that is involved in 18S rRNA maturation. YIL19 was found to be an essential gene also in C.albicans. Conditional mutants in which the YIL19 gene could be excised from the genome by inducible, FLP-mediated recombination were non-viable and accumulated rRNA precursors, demonstrating that YIL19 is essential for this important cellular process and for viability of C.albicans and could serve as a target for the development of antifungal drugs.