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Table · dataset · 2026

Data Sheet 1_singIST: an R/bioconductor library and quarto dashboard for automated single-cell comparative transcriptomics analysis of disease models and humans.pdf

Listed in figshare and Loughborough Research Repository — shown once because both records carry DOI 10.3389/fgene.2026.1952333.s001

Background<p>Preclinical disease models frequently fail to recapitulate human pathophysiology at single-cell resolution, complicating model selection and limiting translational relevance.

Description

While single-cell RNA sequencing enables detailed characterization of disease mechanisms, systematic and interpretable frameworks to compare disease models against human references across cell types and pathways remain limited. There is a need for standardized, reproducible tools that support quantitative cross-species comparison while remaining accessible to applied researchers.</p>Results<p>We present singIST, an R/Bioconductor package for quantitative and interpretable comparison of disease model single-cell transcriptomic data against human reference datasets. singIST integrates pathway-level modeling with cell-type resolution and one-to-one orthology mapping to quantify the direction and magnitude of recapitulation across pathways, cell types, and genes.

To facilitate interpretation and reporting, we additionally provide singIST Visualizer, a companion Quarto-based Shiny application enabling interactive exploration of results and automated generation of publication-ready figures and tables without custom code. We demonstrate the workflow using a mouse oxazolone model compared against a human atopic dermatitis reference, assessing biological alignment at multiple levels of resolution.</p>Conclusion<p>singIST provides a standardized and reproducible framework for comparative single-cell transcriptomic analysis between disease models and humans, with an emphasis on interpretability and practical usability.

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By combining quantitative recapitulation metrics with an interactive visualization interface, singIST supports informed model evaluation, hypothesis generation, and translational decision-making in preclinical research. The software is freely available via Bioconductor under an open-source license. The singIST visualizer is freely available in Shiny with 8 GB memory amoruno.shinyapps.io/singIST_visualizer/.</p>

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Topics

Inferred from text
Disease 75% · RNA sequencing 75% · Sequencing 75% · Single-cell RNA sequencing 75%
Provenance · 2 source records, 36 field assertions
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figshareoai:figshare.com:article/339910159 d agoJSON v1
Loughborough Research Repositoryoai:figshare.com:article/339910159 d agoJSON v1
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