66 research outputs found

    Navigating Cultural Chasms: Exploring and Unlocking the Cultural POV of Text-To-Image Models

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    Text-To-Image (TTI) models, such as DALL-E and StableDiffusion, have demonstrated remarkable prompt-based image generation capabilities. Multilingual encoders may have a substantial impact on the cultural agency of these models, as language is a conduit of culture. In this study, we explore the cultural perception embedded in TTI models by characterizing culture across three hierarchical tiers: cultural dimensions, cultural domains, and cultural concepts. Based on this ontology, we derive prompt templates to unlock the cultural knowledge in TTI models, and propose a comprehensive suite of evaluation techniques, including intrinsic evaluations using the CLIP space, extrinsic evaluations with a Visual-Question-Answer (VQA) model and human assessments, to evaluate the cultural content of TTI-generated images. To bolster our research, we introduce the CulText2I dataset, derived from four diverse TTI models and spanning ten languages. Our experiments provide insights regarding Do, What, Which and How research questions about the nature of cultural encoding in TTI models, paving the way for cross-cultural applications of these models

    Differences in glucose control in type 1 diabetes mellitus after bicycling and after yoga

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    Physical activity (PA) is an important recommendation for type 1 diabetes mellitus (T1DM) patients. However, it is commonly thought that higher intensities result in elevating the risk of hypoglycemia immediately after physical activity. We present a case report of a diabetes patient whose blood glucose levels dropped more immediately after low-level aerobic intensity yoga exercises compared with the level drop immediately after high-level aerobic intensity bicycling exercises. The results suggest that due to the difficulty in predicting the glycemic response to physical exercise it is important to better prepare T1DM patients when prescribing them with PA

    Systematic identification of edited microRNAs in the human brain

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    Adenosine-to-inosine (A-to-I) editing modifies RNA transcripts from their genomic blueprint. A prerequisite for this process is a double-stranded RNA (dsRNA) structure. Such dsRNAs are formed as part of the microRNA (miRNA) maturation process, and it is therefore expected that miRNAs are affected by A-to-I editing. Editing of miRNAs has the potential to add another layer of complexity to gene regulation pathways, especially if editing occurs within the miRNA–mRNA recognition site. Thus, it is of interest to study the extent of this phenomenon. Current reports in the literature disagree on its extent; while some reports claim that it may be widespread, others deem the reported events as rare. Utilizing a next-generation sequencing (NGS) approach supplemented by an extensive bioinformatic analysis, we were able to systematically identify A-to-I editing events in mature miRNAs derived from human brain tissues. Our algorithm successfully identified many of the known editing sites in mature miRNAs and revealed 17 novel human sites, 12 of which are in the recognition sites of the miRNAs. We confirmed most of the editing events using in vitro ADAR overexpression assays. The editing efficiency of most sites identified is very low. Similar results are obtained for publicly available data sets of mouse brain-regions tissues. Thus, we find that A-to-I editing does alter several miRNAs, but it is not widespread

    Metabolic adaptation of acute lymphoblastic leukemia to the central nervous system microenvironment depends on Stearoyl CoA desaturase

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    Metabolic reprogramming is a key hallmark of cancer, but less is known about metabolic plasticity of the same tumor at different sites. Here, we investigated the metabolic adaptation of leukemia in two different microenvironments, the bone marrow and the central nervous system (CNS). We identified a metabolic signature of fatty acid synthesis in CNS leukemia, highlighting stearoyl-CoA desaturase (SCD) as a key player. In vivo SCD overexpression increases CNS disease, whereas genetic or pharmacological inhibition of SCD decreases CNS load. Overall, we demonstrated that leukemic cells dynamically rewire metabolic pathways to suit local conditions and that targeting these adaptations can be exploited therapeutically

    Single cell dissection of plasma cell heterogeneity in symptomatic and asymptomatic myeloma

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    Multiple myeloma, a plasma cell malignancy, is the second most common blood cancer. Despite extensive research, disease heterogeneity is poorly characterized, hampering efforts for early diagnosis and improved treatments. Here, we apply single cell RNA sequencing to study the heterogeneity of 40 individuals along the multiple myeloma progression spectrum, including 11 healthy controls, demonstrating high interindividual variability that can be explained by expression of known multiple myeloma drivers and additional putative factors. We identify extensive subclonal structures for 10 of 29 individuals with multiple myeloma. In asymptomatic individuals with early disease and in those with minimal residual disease post-treatment, we detect rare tumor plasma cells with molecular characteristics similar to those of active myeloma, with possible implications for personalized therapies. Single cell analysis of rare circulating tumor cells allows for accurate liquid biopsy and detection of malignant plasma cells, which reflect bone marrow disease. Our work establishes single cell RNA sequencing for dissecting blood malignancies and devising detailed molecular characterization of tumor cells in symptomatic and asymptomatic patients

    Różnice w kontroli glikemii w cukrzycy typu 1 po jeździe na rowerze i sesji jogi — opis przypadku

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    Aktywność fizyczna jest ważnym zaleceniem dla chorych na cukrzycę typu 1. Powszechnie uważa się jednak, że wyższa intensywność wysiłku fizycznego skutkuje zwiększeniem ryzyka hipoglikemii bezpośrednio po treningu. W artykule przedstawiono przypadek chorej na cukrzycę, u której stężenie glukozy we krwi bezpośrednio po sesji jogi, podczas której wykonywała ćwiczenia aerobowe o niskiej intensywności, obniżyło się bardziej niż bezpośrednio po ćwiczeniach aerobowych o wysokiej intensywności w postaci jazdy na rowerze. Wyniki sugerują, że ze względu na to, że trudno przewidzieć odpowiedź glikemiczną na wysiłek fizyczny, ważne jest lepsze przygotowanie chorych na cukrzycę typu 1, którym zaleca się aktywność fizyczną
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