Prediction and Decision-Making in Intelligent Environments Supported by Knowledge Graphs, A Systematic Review.

Ambient Intelligence is currently a lively application domain of Artificial Intelligence and has become the central subject of multiple initiatives worldwide. Several approaches inside this domain make use of knowledge bases or knowledge graphs, both previously existing and ad hoc. This form of representation allows heterogeneous data gathered from diverse sources to be contextualized and combined to create relevant information for intelligent systems, usually following higher level constraints defined by an ontology. In this work, we conduct a systematic review of the existing usages of knowledge bases in intelligent environments, as well as an in-depth study of the predictive and decision-making models employed. Finally, we present a use case for smart homes and illustrate the use and advantages of Knowledge Graph Embeddings in this context.

ACTIVE-FIT program: Assessment of sleep quality and its relationship with physical activity in patients with relapsing-remitting multiple sclerosis.

BACKGROUND: Multiple sclerosis (MS) causes sleep disturbances in up to 70 % of individuals. These problems are linked to fatigue, mood and cognitive performance, thereby affecting the quality of life in people with MS (PwMS). The frequent and debilitating side effects of sleep medications prompt the exploration of alternative therapies. Physical activity has shown benefits in improving sleep, reducing fatigue, and enhancing quality of life. Combined with a controlled exercise program tailored for PwMS, the study aims to analyze the impact of moderate physical exercise on sleep quality, cognitive function, quality of life, mood, and fatigue. METHODS: A single-center prospective cohort study was designed to assess the impact of a 12-week physical exercise program on patients with relapsing-remitting multiple sclerosis. Changes in sleep and activity parameters are evaluated using an actigraph and cognitive, quality of life, fatigue and mood changes are assessed through specific questionnaires before, during, and after the exercise program application. RESULTS: 23 patients completed the study (women = 84.6 %) Mean age was 37.2 years (SD 7.5). The mean EDSS score was 1.9, and 80.8 % were diagnosed within the last six years. Significant improvements were noted in sleep efficiency between baseline and final measurements (χ2 = 27.5; p.adj = 0.004), sleep latency (χ2 = 275; p.adj = 0.000), sleep duration (χ2 = 251; p.adj = 0.001) and in the number of awakenings (χ2 = 269.5; p.adj = 0.000), with a decreased in total time in bed from 8.5 h to 7.35 h post-intervention. Regarding activity variables, an increase in caloric expenditure and an increase in the time participants engaged in light activity were observed. We found significant improvements in fatigue, quality of life and mood. Concerning neuropsychological exploration results, improvements were observed in all studied parameters, with statistically significant improvement in Verbal SRT (χ2 = 43; p = 0.022). CONCLUSION: Our study showed a positive impact of a 12-week physical exercise program on sleep performance, cognition and mood in PwMS. The observed improvements underscore the potential of tailored exercise interventions in promoting a more comprehensive and holistic care paradigm for PwMS.

From vision to text: A comprehensive review of natural image captioning in medical diagnosis and radiology report generation.

Natural Image Captioning (NIC) is an interdisciplinary research area that lies within the intersection of Computer Vision (CV) and Natural Language Processing (NLP). Several works have been presented on the subject, ranging from the early template-based approaches to the more recent deep learning-based methods. This paper conducts a survey in the area of NIC, especially focusing on its applications for Medical Image Captioning (MIC) and Diagnostic Captioning (DC) in the field of radiology. A review of the state-of-the-art is conducted summarizing key research works in NIC and DC to provide a wide overview on the subject. These works include existing NIC and MIC models, datasets, evaluation metrics, and previous reviews in the specialized literature. The revised work is thoroughly analyzed and discussed, highlighting the limitations of existing approaches and their potential implications in real clinical practice. Similarly, future potential research lines are outlined on the basis of the detected limitations.

Deficits in Early Sensory and Cognitive Processing Are Related to Phase and Nonphase EEG Activity in Multiple Sclerosis Patients.

Currently, there is scarce knowledge about the relation between spectral bands modulations and the basis of cognitive impairment in multiple sclerosis (MS). In this sense, analyzing the evoked or phase activity can confirm results from traditional event-related potential (ERP) studies. However, studying the induced or nonphase activity may be necessary to elucidate hidden compensatory or affected cognitive mechanisms. In this study, 30 remitting-relapsing multiple sclerosis patients and 30 healthy controls (HCs) matched in sociodemographic variables performed a visual oddball task. The main goal was to analyze phase and nonphase alpha and gamma bands by applying temporal spectral evolution (TSE) and its potential relation with cognitive impairment in these patients. The behavioural results showed slower reaction time and poorer accuracy in MS patients compared to controls. In contrast, the time-frequency analysis of electroencephalography (EEG) revealed a delay in latency and lower amplitude in MS patients in evoked and induced alpha compared to controls. With respect to the gamma band, there were no differences between the groups. In summary, MS patients showed deficits in early sensorial (evoked alpha activity) and cognitive processing (induced alpha activity in longer latencies), whereas the induced gamma band supported the hypothesis of its role in translation of attentional focus (induced activity) and did not show strong activity in this paradigm (visual oddball).

Leucodistrofia hipomielinizante de tipo 6. Claves clínicas y de neuroimagen en la detección de un nuevo caso / Hypomyelinating leukodystrophy type 6. Clinical and neuroimaging key features in the detection of a new case

Introducción. La leucodistrofia hipomielinizante de tipo 6 es una enfermedad neurodegenerativa rara de inicio temprano que cursa clínicamente con un patrón de afectación piramidoextrapiramidal y cerebeloso, y asocia en neuroimagen hipomielinización, hipoplasia cerebelosa y anomalías específicas en los ganglios basales, en concreto atrofia o práctica ausencia del putamen y posible pérdida del volumen del caudado. Se debe a una alteración en la tubulina, está condicionada por mutaciones en heterocigosis en el gen TUBB4A y muestra una penetrancia completa y una expresividad variable. Caso clínico. Niño de 8 años con clínica de retraso de la marcha, temblor, disartria, ataxia, nistagmo, afectación cognitiva y distonía, con un patrón de hipomielinización, hipoplasia vermiana y ausencia del putamen. Estos hallazgos, aunque distintivos, habían sido infraestimados en valoraciones previas y su objetivación conllevó el análisis y la identificación de una variante patógena en el gen TUBB4A. Conclusiones. El deterioro progresivo lleva al paciente a la dependencia total o el fallecimiento en la infancia o la juventud, y no existe tratamiento específico capaz de modificar su curso natural

Introduction. Hypomyelinating leukodystrophy-6 is a rare and early onset neurodegenerative disease which entails a clinical pattern of pyramidal-extrapyramidal and cerebellar involvement and it comes with a neuroimaging consisting of hypomielination, cerebellar hypoplasia and specific abnormalities in basal ganglia, particularly the absence or nearly absence of putamen and the possible loss of caudate’s volume. It is due to an alteration in tubulin and it is determined by mutations in heterocygosis in TUBB4A gene, showing complete penetrance. Case report. An 8-year-old child with history of delayed motor development, tremor, dysathria, ataxia, nystagmus, cognitive deficit and dystonia with pattern of hypomielination, vermis hypoplasia and absence of putamen. These findings, although distinctive, had been underestimated in previous evaluations and their detection determined the analyse and identification of a pathogenic variant in TUBB4A gene. Conclusions. Progressive deterioration leads the patient to total dependence or death in infancy or youth and there is no specific treatment capable of modifying its natural course

Specific and efficient cleavage of fusion proteins by recombinant plum pox virus NIa protease.

Site-specific proteases are the most popular kind of enzymes for removing the fusion tags from fused target proteins. Nuclear inclusion protein a (NIa) proteases obtained from the family Potyviridae have become promising due to their high activities and stringencies of sequences recognition. NIa proteases from tobacco etch virus (TEV) and tomato vein mottling virus (TVMV) have been shown to process recombinant proteins successfully in vitro. In this report, recombinant PPV (plum pox virus) NIa protease was employed to process fusion proteins with artificial cleavage site in vitro. Characteristics such as catalytic ability and affecting factors (salt, temperature, protease inhibitors, detergents, and denaturing reagents) were investigated. Recombinant PPV NIa protease expressed and purified from Escherichia coli demonstrated efficient and specific processing of recombinant GFP and SARS-CoV nucleocapsid protein, with site F (N V V V H Q black triangle down A) for PPV NIa protease artificially inserted between the fusion tags and the target proteins. Its catalytic capability is similar to those of TVMV and TEV NIa protease. Recombinant PPV NIa protease reached its maximal proteolytic activity at approximately 30 degrees C. Salt concentration and only one of the tested protease inhibitors had minor influences on the proteolytic activity of PPV NIa protease. Recombinant PPV NIa protease was resistant to self-lysis for at least five days.

Identification of an N-terminal domain of the plum pox potyvirus CI RNA helicase involved in self-interaction in a yeast two-hybrid system.

Potyvirus CI RNA helicase is a protein involved in RNA genome replication and virus movement. The protein aggregates in the cytoplasm of infected cells to form typical cylindrical inclusions. A yeast two-hybrid system was used to analyse interactions of the CI RNA helicase from plum pox potyvirus (PPV) with itself and with other viral proteins. No interactions could be detected of full-length CI protein with itself or with PPV P3/6K1, NIa, NIb or CP proteins. However, positive self-interactions were detected for N-terminal fragments of the CI protein, allowing the mapping of a CI-CI binding domain to the N-terminal 177 aa of the protein. Further deletion analysis suggested that several regions of this domain contribute to the interaction. Moreover, pull-down experiments demonstrate that, at least in vitro, full-length PPV CI protein is able to self-interact in the absence of other virus or plant factors.

Generation and characterisation of functional recombinant antibody fragments against RNA replicase NIb from plum pox virus.

A monoclonal antibody (mAb 2A) able to react against the RNA replicase NIb from plum pox virus (PPV) was obtained and used for generating a specific scFv fragment. The VH and VL coding sequences were cloned and expressed as a fusion scFv protein to alkaline phosphatase. This fusion protein was able to recognise viral NIb in both Western and tissue-print ELISA blots. The affinity and specificity of scFv2A for NIb was similar to that of the parental mAb and the region YLEAFY from PPV-NIb was identified by PEPSCAN assay as the putative epitope. Isolated VH domains from scFv2A were also expressed as fusion to alkaline phosphatase. However, their ability to react against NIb was greatly altered. scFv2A fragments were transiently expressed in the cytosol of Nicotiana benthamiana and although they accumulated to low levels, inhibition-ELISA results indicated that they retained antigen-binding activity.

Identification of immunogenic hot spots within plum pox potyvirus capsid protein for efficient antigen presentation.

PEPSCAN analysis has been used to characterize the immunogenic regions of the capsid protein (CP) in virions of plum pox potyvirus (PPV). In addition to the well-known highly immunogenic N- and C-terminal domains of CP, regions within the core domain of the protein have also shown high immunogenicity. Moreover, the N terminus of CP is not homogeneously immunogenic, alternatively showing regions frequently recognized by antibodies and others that are not recognized at all. These results have helped us to design efficient antigen presentation vectors based on PPV. As predicted by PEPSCAN analysis, a small displacement of the insertion site in a previously constructed vector, PPV-gamma, turned the derived chimeras into efficient immunogens. Vectors expressing foreign peptides at different positions within a highly immunogenic region (amino acids 43 to 52) in the N-terminal domain of CP were the most effective at inducing specific antibody responses against the foreign sequence.