The CAFA challenge reports improved protein function prediction and new functional annotations for hundreds of genes through experimental screens

BackgroundThe Critical Assessment of Functional Annotation (CAFA) is an ongoing, global, community-driven effort to evaluate and improve the computational annotation of protein function.ResultsHere, we report on the results of the third CAFA challenge, CAFA3, that featured an expanded analysis over the previous CAFA rounds, both in terms of volume of data analyzed and the types of analysis performed. In a novel and major new development, computational predictions and assessment goals drove some of the experimental assays, resulting in new functional annotations for more than 1000 genes. Specifically, we performed experimental whole-genome mutation screening in Candida albicans and Pseudomonas aureginosa genomes, which provided us with genome-wide experimental data for genes associated with biofilm formation and motility. We further performed targeted assays on selected genes in Drosophila melanogaster, which we suspected of being involved in long-term memory.ConclusionWe conclude that while predictions of the molecular function and biological process annotations have slightly improved over time, those of the cellular component have not. Term-centric prediction of experimental annotations remains equally challenging; although the performance of the top methods is significantly better than the expectations set by baseline methods in C. albicans and D. melanogaster, it leaves considerable room and need for improvement. Finally, we report that the CAFA community now involves a broad range of participants with expertise in bioinformatics, biological experimentation, biocuration, and bio-ontologies, working together to improve functional annotation, computational function prediction, and our ability to manage big data in the era of large experimental screens.</p

On the motion and appearance of specularities in image sequences

Abstract. Real scenes are full of specularities (highlights and reflections), and yet most vision algorithms ignore them. In order to capture the appearance of realistic scenes, we need to model specularities as separate layers. In this paper, we study the behavior of specularities in static scenes as the camera moves, and describe their dependence on varying surface geometry, orientation, and scene point and camera locations. For a rectilinear camera motion with constant velocity, we study how the specular motion deviates from a straight trajectory (disparity deviation) and how much it violates the epipolar constraint (epipolar deviation). Surprisingly, for surfaces that are convex or not highly undulating, these deviations are usually quite small. We also study the appearance of specularities, i.e., how they interact with the body reflection, and with the usual occlusion ordering constraints applicable to diffuse opaque layers. We present a taxonomy of specularities based on their photometric properties as a guide for designing separation techniques. Finally, we propose a technique to extract specularities as a separate layer, and demonstrate it using an image sequence of a complex scene.

Características clínicas da fase aguda da infecção experimental de felinos pelo vírus da imunodeficiência felina

A infecção dos felinos pelo Vírus da Imunodeficiência Felina (FIV) resulta no desenvolvimento da síndrome de imunodeficiência dos felinos. Gengivite, perda de peso, linfadenomegalia generalizada, anemia, insuficiência renal crônica, complicações neurológicas, diarréia crônica e infecções bacterianas são encontradas frequentemente. A fase aguda da infecção pode ser assintomática, retardando o estabelecimento do diagnóstico e a implantação de medidas profiláticas para restringir o contágio e a transmissão do agente aos felinos suscetíveis. Com a finalidade de estudar as características clínicas da fase aguda da infecção, dez felinos jovens, sem definição racial, com oito meses de idade foram inoculados por via endovenosa com 1mL de sangue venoso de um gato portador do FIV subtipo B. A confirmação da infecção foi obtida através de teste sorológico em quatro e oito semanas pós-inoculação (p.i.) e por nested-PCR. Foram realizados hemogramas semanais, exame ultrassonográfico do abdômen quinzenais e exame oftalmológico mensal, durante doze semanas p.i. Discreta tendência a linfopenia na segunda semana p.i. e a neutropenia entre a quinta e sétima semana p.i., febre intermitente em alguns gatos, linfadenomegalia e hepato-esplenomegalia entre a quarta e a 12ª semana p.i. foram as alterações clínicas observadas. Apenas um gato apresentou uveíte unilateral direita. A fase aguda da infecção transcorreu com alterações clínicas inespecíficas. A linfadenomegalia e a hepato-esplenomegalia observadas no decorrer da infecção, refletindo hiperplasia linfóide, sugerem a necessidade de se realizar o teste sorológico para o FIV, em todos os gatos que se apresentarem com essas alterações, o que permitirá o diagnóstico precoce da infecção e a adoção de medidas profiláticas no sentido de minimizar a propagação da infecção