Denoising diffusion models for out-of-distribution detection

Out-of-distribution detection is crucial to the safe deployment of machine learning systems. Currently, unsupervised out-of-distribution detection is dominated by generative-based approaches that make use of estimates of the likelihood or other measurements from a generative model. Reconstruction-based methods offer an alternative approach, in which a measure of reconstruction error is used to determine if a sample is out-of-distribution. However, reconstruction-based approaches are less favoured, as they require careful tuning of the model's information bottleneck-such as the size of the latent dimension - to produce good results. In this work, we exploit the view of denoising diffusion probabilistic models (DDPM) as denoising autoencoders where the bottleneck is controlled externally, by means of the amount of noise applied. We propose to use DDPMs to reconstruct an input that has been noised to a range of noise levels, and use the resulting multi-dimensional reconstruction error to classify out-of-distribution inputs. We validate our approach both on standard computer-vision datasets and on higher dimension medical datasets. Our approach outperforms not only reconstruction-based methods, but also state-of-the-art generative-based approaches. Code is available at https://github.com/marksgraham/ddpm-ood

Test-time unsupervised domain adaptation

Convolutional neural networks trained on publicly available medical imaging datasets (source domain) rarely generalise to different scanners or acquisition protocols (target domain). This motivates the active field of domain adaptation. While some approaches to the problem require labelled data from the target domain, others adopt an unsupervised approach to domain adaptation (UDA). Evaluating UDA methods consists of measuring the model’s ability to generalise to unseen data in the target domain. In this work, we argue that this is not as useful as adapting to the test set directly. We therefore propose an evaluation framework where we perform test-time UDA on each subject separately. We show that models adapted to a specific target subject from the target domain outperform a domain adaptation method which has seen more data of the target domain but not this specific target subject. This result supports the thesis that unsupervised domain adaptation should be used at test-time, even if only using a single target-domain subject

Hierarchical Brain Parcellation with Uncertainty

Many atlases used for brain parcellation are hierarchically organised, progressively dividing the brain into smaller sub-regions. However, state-of-the-art parcellation methods tend to ignore this structure and treat labels as if they are ‘flat’. We introduce a hierarchically-aware brain parcellation method that works by predicting the decisions at each branch in the label tree. We further show how this method can be used to model uncertainty separately for every branch in this label tree. Our method exceeds the performance of flat uncertainty methods, whilst also providing decomposed uncertainty estimates that enable us to obtain self-consistent parcellations and uncertainty maps at any level of the label hierarchy. We demonstrate a simple way these decision-specific uncertainty maps may be used to provided uncertainty-thresholded tissue maps at any level of the label tree

Physical Interactions With Bacteria and Protozoan Parasites Establish the Scavenger Receptor SSC4D as a Broad-Spectrum Pattern Recognition Receptor

Since the pioneering discoveries, by the Nobel laureates Jules Hoffmann and Bruce Beutler, that Toll and Toll-like receptors can sense pathogenic microorganisms and initiate, in vertebrates and invertebrates, innate immune responses against microbial infections, many other families of pattern recognition receptors (PRRs) have been described. One of such receptor clusters is composed by, if not all, at least several members of the scavenger receptor cysteine-rich (SRCR) superfamily. Many SRCR proteins are plasma membrane receptors of immune cells; however, a small subset consists of secreted receptors that are therefore in circulation. We here describe the first characterization of biological and functional roles of the circulating human protein SSC4D, one of the least scrutinized members of the family. Within leukocyte populations, SSC4D was found to be expressed by monocytes/macrophages, neutrophils, and B cells, but its production was particularly evident in epithelial cells of several organs and tissues, namely, in the kidney, thyroid, lung, placenta, intestinal tract, and liver. Similar to other SRCR proteins, SSC4D shows the capacity of physically binding to different species of bacteria, and this opsonization can increase the phagocytic capacity of monocytes. Importantly, we have uncovered the capacity of SSC4D of binding to several protozoan parasites, a singular feature seldom described for PRRs in general and here demonstrated for the first time for an SRCR family member. Overall, our study is pioneer in assigning a PRR role to SSC4D.This work was funded by National Funds through FCT– Fundação para a Ciência e a Tecnologia, I.P., under the projects SRecognite Infect-ERA/0003/2015 and UIDB/04293/ 2020. Individual funding to JT was provided by FCT through CEECIND/02362/2017. MC, RS, and MS were recipients of studentships from FCT, respectively, SFRH/BD/116791/2016, SFRH/BD/110691/2015, and SFRH/BD/133485/2017. This paper is dedicated to our colleague and friend Rui Appelberg (1960-2020). The authors acknowledge the support of the i3S Scientific Platform BioSciences Screening, member of the national infrastructure PPBI–Portuguese Platform of Bioimaging (PPBI-POCI-01-0145-FEDER-022122) and PT-OPENSCREEN. Tissue sections were kindly provided by Amaro Frutuoso, Department of Complementary Means of Diagnosis and Therapy, Service of Pathology, Hospital Pedro Hispano, Matosinhos

Mycobacterium bovis: polymerase chain reaction identification in bovine Lymphonode biopsies and genotyping in isolates from Southeast Brazil by spolygotyping and restriction fragment length polymorphism

Diagnosis of the Mycobacterium tuberculosis complex by direct PCR of mediastinal lymphnode DNA and microbiological tests were compared in cattle suspicious of bearing tuberculous-like lesions detected during slaughter. The PCR procedure applied on DNA samples (n=54) obtained by adding alpha -casein into the thiocyanate extraction mix was positive in 70% of the samples. PCR confirmed the identification of 23 samples (100%) that grew in culture, 9 samples (60%) that failed to grow in culture, plus 6 (37.5%) samples that resulted in growth of bacterial contaminants. Genotyping by IS6110-RFLP and DR-spoligotyping analysis of seven samples revealed the presence of several polimorphisms. Seven of the isolates contained multiple copies of IS6110, thus defining the existence of five singular genotypes.ICB Departamento de Bioquímica e Imunologia Laboratório de Biologia Molecular de Produtos NaturaisUniversidade Federal de Minas Gerais ICB Escola de VeterináriaUniversidade Federal de Minas Gerais ICB Departamento de FarmacologiaEscola Paulista de Medicina Departamento de Microbiologia e ParasitologiaLaboratório Central do Estado do Espírito SantoInstituto Biológico de São PauloCentro de Investigación en Ciencias Veterinarias Instituto de BiotecnologiaUNIFESP, EPM, Depto. de Microbiologia e ParasitologiaSciEL

Increased RPA1 gene dosage affects genomic stability potentially contributing to 17p13.3 duplication syndrome

A novel microduplication syndrome involving various-sized contiguous duplications in 17p13.3 has recently been described, suggesting that increased copy number of genes in 17p13.3, particularly PAFAH1B1, is associated with clinical features including facial dysmorphism, developmental delay, and autism spectrum disorder. We have previously shown that patient-derived cell lines from individuals with haploinsufficiency of RPA1, a gene within 17p13.3, exhibit an impaired ATR-dependent DNA damage response (DDR). Here, we show that cell lines from patients with duplications specifically incorporating RPA1 exhibit a different although characteristic spectrum of DDR defects including abnormal S phase distribution, attenuated DNA double strand break (DSB)-induced RAD51 chromatin retention, elevated genomic instability, and increased sensitivity to DNA damaging agents. Using controlled conditional over-expression of RPA1 in a human model cell system, we also see attenuated DSB-induced RAD51 chromatin retention. Furthermore, we find that transient over-expression of RPA1 can impact on homologous recombination (HR) pathways following DSB formation, favouring engagement in aberrant forms of recombination and repair. Our data identifies unanticipated defects in the DDR associated with duplications in 17p13.3 in humans involving modest RPA1 over-expression

CRIMES CONTRA A DIGNIDADE SEXUAL DOS CRIMES HEDIONDOS – O ESTUPRO E O ESTUPRO DE VULNERÁVEL

A dignidade sexual é um bem jurídico constitucional e penal. Nele está inserida a liberdade sexual; a autodeterminação; a formação da personalidade sexual; e a escolha de com quem, quando e sob quais circunstâncias irá praticar o ato sexual. A prática deste ato sem o consentimento da pessoa configura-se crime de estupro - art.213 do CP -, qualificado quando resultar grave lesão ou morte, como também, quando praticado com vulnerável - art.217-A do CP. Vulnerável é um termo usado quando o indivíduo se encontra em estado que não possa exprimir sua vontade por determinadas circunstâncias. O Código Penal prescreve sobre alguém com enfermidade ou deficiência mental ou que por outra causa não pode oferecer resistência, como pessoas sob efeito de álcool ou drogas. E no caput do artigo os menores de 14 (quatorze) anos. Apesar da lei prever esta faixa etária, doutrina e jurisprudência defendem a relativização da mesma, por legislação especial que define 12 (doze) anos, abstração da realidade e severidade excessiva do Código Penal

Gré CP et al IJRD ISSUE 2, 2015 Downloaded from www.jrdindia.org -40 - Bleaching of a non-vital anterior tooth: inside/outside technique

Abstract : Discoloration of teeth, especially the anteriors, can result in considerably cosmetic impairment in person. Treatment options for discolored non-vital teeth are bleaching, crowns or veneers. However, this restorative crown or veneer approach has a significant drawback of being an invasive technique. This paper reports the inside/outside bleaching technique, and proposes it as an efficient and acceptable method for use in patients with an unaesthetic non-vital tooth