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FISH-quant v2: a scalable and modular analysis tool for smFISH image analysis
- Publication Year :
- 2021
- Publisher :
- Cold Spring Harbor Laboratory, 2021.
-
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.
- Subjects :
- Messenger RNA
RNA localization
business.industry
Computer science
[INFO.INFO-CV]Computer Science [cs]/Computer Vision and Pattern Recognition [cs.CV]
RNA
Computational biology
Modular design
[SDV.BIBS]Life Sciences [q-bio]/Quantitative Methods [q-bio.QM]
Image (mathematics)
[INFO.INFO-TI]Computer Science [cs]/Image Processing [eess.IV]
Scalability
Gene expression
Fish
[INFO.INFO-BI]Computer Science [cs]/Bioinformatics [q-bio.QM]
business
Subjects
Details
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....c621a476c5ca0080e923b41ce6ac5f69
- Full Text :
- https://doi.org/10.1101/2021.07.20.453024