bioRxivBioinformaticsPreprint
FISH-quant v2: a scalable and modular analysis tool for smFISH image analysis
Arthur Imbert, Wei OuyangiD, Adham SafieddineiD, Emeline Coleno, Christophe ZimmeriD, Édouard BertrandiD, Thomas WalteriD, Florian MuelleriD
- Citations
- 28
Abstract
Regulation of RNA abundance and localization is a key step in gene expression control. Single-molecule RNA fluorescence in-situ hybridization (smFISH) is a widely used single-cell-single-molecule imaging technique enabling a quantitative understanding of gene expression and its regulatory mechanisms. Recent progress in experimental techniques provides larger data-sets, requiring adequate tools for data analysis and exploration. Here, we present FISH-quant v2, a highly modular analysis tool accessible both for non-experts and experts, which we validated and applied on large-scale smFISH image datasets. Our package allows the user to detect isolated and clustered mRNA spots, segment nuclei and cells, quantify RNA localization patterns and visualize these results at the single-cell level.
- assay: spatial transcriptomics
- research focus: cell type annotation
- research focus: clustering
- research focus: differential expression
- research focus: dimensionality reduction
- approach: experimental assay
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- FISHtoFigure: An easy-to-use tool for rapid, multi-target partitioning and analysis of sub-cellular mRNA transcripts in smFISH data
Calum Bentley-Abbot, Rhiannon Heslop, … Annette MacLeod·bioRxiv·Jun 28, 2023
- Whole-mount smFISH allows combining RNA and protein quantification at cellular and subcellular resolution
L. Zhao, A. Fonseca, … S. Rosa·bioRxiv·Oct 5, 2022
- SMART-Q: An Integrative Pipeline Quantifying Cell Type-Specific RNA Transcription
Y. Shen, S. Bergenholtz, … Y. Li·bioRxiv·Jan 24, 2020
- autoFISH - a modular toolbox for sequential smFISH experiments
Christian Weber, Thomas Defard, … Florian Mueller·bioRxiv·Nov 14, 2024
- dotdotdot: an automated approach to quantify multiplex single molecule fluorescent in situ hybridization (smFISH) images in complex tissues
Kristen R. Maynard, Madhavi Tippani, … Keri Martinowich·Nucleic Acids ResearchPeer-reviewed·Apr 20, 2020
- Quantitative RNA spatial profiling using single-molecule RNA FISH on plant tissue cryosections
X. Zhang, A. Fonseca, … S. Rosa·bioRxiv·Apr 9, 2024