Nature Communications

Abstract Generating equilibrium ensembles of structures is essential for modeling molecules and materials, yet traditional simulators like molecular dynamics suffer from limited sampling efficiency. Boltzmann Generators introduced the concept of one-shot deep learning for equilibrium sampling, but scalability to large systems has remained a major challenge. Here, we overcome this scaling limitati…

Machine Learning in Materials Science

Abstract Dengue virus (DENV) is a major global health threat, with secondary heterotypic infections potentially inducing detrimental memory immune responses. Antigen-specific CD8 + T cells contribute to both protection and pathogenicity, yet how their phenotypic heterogeneity relates to disease severity remains unclear. Here, we performed plate-based single-cell RNA sequencing of circulating DENV…

Health SciencesMedicineMosquito-borne diseases and controlPublic Health, Environmental and Occupational Health

Abstract The NLRP3 inflammasome contributes to a wide range of conditions from infections to Alzheimer’s disease. NLRP3 forms an inactive decameric cage, that upon interaction with the trans-Golgi network (TGN) and microtubule organization center (MTOC), leads to inflammasome activation, yet whether non-decamer NLRP3 species form functional inflammasomes remains unclear. Here, we design a NLRP3 e…

Biochemistry, Genetics and Molecular BiologyInflammasome and immune disordersLife SciencesMolecular Biology

Abstract Magnetotransport underlines many important phenomena in condensed matter physics, such as the Hall effect and magnetoresistance (MR) effect. Thus far, most magnetotransport studies are based on bulk resistance measurements without direct access to microscopic details of the spatial transport pattern. Here, we report nanoscale imaging of magnetotransport using a scanning single-spin quant…

Graphene research and applicationsMaterials ChemistryMaterials SciencePhysical Sciences

Abstract Natural populations may suffer negatively from increased environmental variability due to climate change; however, several mechanisms can mitigate those effects by changing the vital rates of a population ( e.g ., survival, reproduction). Despite important analytical and theoretical advances, we still do not know how and to what extent environmental regimes, life history traits, and evol…

Ecological ModelingEnvironmental SciencePhysical SciencesSpecies Distribution and Climate Change
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