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Sample multiplexing is a common approach to reduce experimental cost and technical batch effect. Here, we present a protocol that for the first time allows the pooling of single nuclei from multiple biological samples prior to performing simultaneous single nuclei RNA-seq and ATAC-seq, which we term ltiplexed ltiome (MuMu). We describe steps for assembling the custom Tn5 transposome, performing the transposition reaction, nuclei pooling, sequencing library preparation, and sequencing data pre-processing.

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Progressive supranuclear palsy (PSP) is a sporadic neurodegenerative tauopathy variably affecting brainstem and cortical structures, and characterized by tau inclusions in neurons and glia. The precise mechanism whereby these protein aggregates lead to cell death remains unclear. To investigate the contribution of these different cellular abnormalities to PSP pathogenesis, we performed single-nucleus RNA sequencing (snRNA-seq) and analyzed 50,708 high quality nuclei targeting the diencephalon, including the subthalamic nucleus and adjacent structures, from human post-mortem PSP brains with varying degrees of pathology compared to controls.

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Protocol for open-source automated universal high-content multiplex fluorescence for RNA in situ analysis.

STAR Protoc

December 2024

Department of Molecular Biology, 90187 Umeå, Sweden; Umeå Centre for Microbial Research (UCMR), Umeå University, 90187 Umeå, Sweden. Electronic address:

Article Synopsis
  • In situ hybridization is a method used to visualize RNA in cells, but analyzing images can be complicated.
  • The presented protocol utilizes open-source software for automating the analysis of multiple RNA probes (up to 14) in fluorescence in situ transcriptomics.
  • Key steps involve segmenting cell nuclei, storing raw data, ensuring quality control, and using a Python app to compile results into a comprehensive spreadsheet that shows cell positivity.
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Purpose: Choroidal inflammation, complement deposition, and accumulation of C-reactive protein (CRP) are involved in age-related macular degeneration (AMD) pathology. The pro-inflammatory signals that regulate immune cell recruitment in the choroid of patients with AMD remain to be determined. We performed cytokine profiling of human AMD and age-matched control donor tissue to identify inflammatory molecules upregulated in AMD tissue.

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Article Synopsis
  • The CoNIC Challenge attempted to use AI for identifying various cell types in colon tissues stained with H&E, but it was not effective for certain epithelial and lymphocyte subtypes.
  • This research proposes an innovative approach using inter-modality learning, integrating information from multiplexed immunofluorescence (MxIF) to create accurate virtual H&E images which successfully classify hard-to-identify cell types when tested against both virtual and real H&E samples.
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