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This data package consists of data from human islets treated for 48 h with cytokines (IFNγ, TNFα, and/or IL1β), thapsigargin (TG), brefeldin A (BFA), or DMSO for the control (CTRL) and submitted for single-cell RNA-seq (n=5) and single-nucleus multi-omics sequencing (snMultiomics-seq, n=1) ( Table 1...

This data package consists of data from parallel experiments compared to Pck001 but performed with EndoC-βH1 cells instead of human islets. Cells were treated with IFNγ + IL-1β for 48 h and submitted to RNA-seq (n=5), ATAC-seq (n=5), DNA methylation (n=5), and H3K27Ac ChIP-seq (n=4). In addition...

The data package consists of data from iPSC: HEL115.6-derived islet-like aggregates treated with IFNα for 24 h and submitted to RNA-seq (n=5) and scRNA-seq (n=5). ( Table 1 ). Data contributors: Arturo Roca-Rivada, Xiaoyan Yi & Décio L. Eizirik: ULB Center for Diabetes Research, Medical Faculty...

This data package consists of data from paired human islets treated with IFNγ + IL-1β for 48 h and submitted to RNA-seq (n=5), ATAC-seq (n=5), UMI-4C18 (n=2 or 3, depending on the viewpoint), and ChIP-seq for histone H3 lysine 27 acetylation (H3K27Ac) (n=4) ( Table 1 ). Islets across the study...

This data package consists of data from human islets (n=5) treated with IFNγ + IL-1β with or without difluoromethylornithine (DFMO) and submitted to RNA-seq and proteomics analysis ( Table 1 ). DFMO is an inhibitor of ornithine decarboxylase (ODC), an enzyme of the polyamine pathway. Therefore, this...

The data package consists of RNA-seq datasets of EndoC-βH1 cells treated in parallel with IFNα, IFNγ, IL-1β and TNFα for 24 h and submitted to RNA-seq (n=4) ( Table 1 ) Data contributors: Arturo Roca-Rivada, Xiaoyan Yi & Décio L. Eizirik: ULB Center for Diabetes Research, Medical Faculty, Université...

Please cite as : Mary S. Lipton, William C. Nelson, Hugh McCullough, Montana L. Smith, Sheryl L. Bell, Lisa M. Bramer, Hyun-Seob Song, Kirsten Hofmockel, 2025. Moisture Metaphenome Incubation Analysis Results . [Data Set] PNNL DataHub. https://doi.org/10.25584/3007775 This data is published under a...

RhizoGrid Indexed Sorghum Rhizosphere Multi-Omics Identification of spatially resolved biomarkers of drought in Sorghum bicolor rhizosphere molecular-microbe interactions using a novel root cartography "RhizoGrid" system for sampling plants under drought and control conditions across 10 equally...

This data package contains processed LC-MS proteomics results and analysis scripts associated with the paper "Assessing Degenerate Peptide Resolution Methods using a Ground Truth Dataset". In this study, we designed an artificial microbial community to create a ground truth, simulated metaproteomic...

This repository contains data and code for the experiments run in the paper "Understanding Generative AI Content with Embedding Models" ( https://arxiv.org/abs/2408.10437 ). DataBase POC: Max Vargas (max.vargas@pnnl.gov) The data is separated by experiment: A. The `stack_exchange` dataset contains a...

Please cite as : Josué A. Rodríguez-Ramos, Amy E. Zimmerman, Ruonan Wu, Sheryl Bell, Trinidad Alfaro, Kirsten Hofmockel, William C. Nelson. 2025. Inter-Kingdom Viral Interactions. [Data Set] PNNL DataHub. https://doi.org/10.25584/2583337 This data is published under a CC0 license . The authors...

Please cite as : Robert E. Danczak, Sheryl Bell, Evan Warburton, Trinidad Alfaro, Kirsten Hofmockel, Amy E. Zimmerman, William C. Nelson, 2025. Prokaryotic and eukaryotic interactions along a moisture gradient . [Data Set] PNNL DataHub. https://doi.org/10.25584/2574929 This data is published under a...

Please cite as : Authors. Year. PNNL MCPC Characterization Round 1. [Data Set] PNNL DataHub. DOI This data is published under a CC0 license . The authors encourage data reuse and request attribution by referencing the above citations for the data package. Principal Researcher: Dr. Erin Barker...
Please cite as : Authors. Year. PNNL MCPC Characterization Round 3. [Data Set] PNNL DataHub. DOI This data is published under a CC0 license . The authors encourage data reuse and request attribution by referencing the above citations for the data package. Principal Researcher: Dr. Erin Barker...
Friction Stir Welding Processing Friction Stir Welding (FSW) is a solid-phase joining process achieved by spinning a tool and plunging it into the weld site. Frictional heating and material deformation enable the formation of a plasticized region below the tool shoulder called the stir-zone. The FSW...