smFISH_batchRun: A smFISH image processing tool for single-molecule RNA Detection and 3D reconstruction

Single-molecule RNA imaging has been made possible with the recent advances in microscopy methods. However, systematic analysis of these images has been challenging due to the highly variable background noise, even after applying sophisticated computational clearing methods. Here, we describe our custom MATLAB scripts that allow us to detect both nuclear nascent transcripts at the active transcription sites (ATS) and mature cytoplasmic mRNAs with single-molecule precision and reconstruct the tissue in 3D for further analysis. Our codes were initially optimized for the C. elegans germline but were designed to be broadly applicable to other species and tissue types. • smFISH_batchRun allows precise detection of RNA at the single molecule level for widefield microcopy images. • The scripts highlighted here can allow users to detect and visualize the detection and confirm that it is indeed accurate or adjust the thresholds as needed. • The scripts here collect the 3D spatial coordinates of Active Transcription Sites (ATS), cytoplasmic mRNA and their associated nuclei and could be adapted to other systems as well.

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Publication Details

Journal
Software Impacts
Published
2025-07-01
DOI
https://doi.org/10.1016/j.simpa.2025.100777
Citations
1
Primary Topic
Single-cell and spatial transcriptomics
Type
article
Field-Weighted Citation Impact
0.81

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article

smFISH_batchRun: A smFISH image processing tool for single-molecule RNA Detection and 3D reconstruction

Nimmy S. John, ChangHwan Lee
1 citations
Software Impacts
Single-cell and spatial transcriptomics
0.81
article

smFISH_batchRun: A smFISH image processing tool for single-molecule RNA Detection and 3D reconstruction

Nimmy S. John, ChangHwan Lee
article en
1 citations

Abstract

Single-molecule RNA imaging has been made possible with the recent advances in microscopy methods. However, systematic analysis of these images has been challenging due to the highly variable background noise, even after applying sophisticated computational clearing methods. Here, we describe our custom MATLAB scripts that allow us to detect both nuclear nascent transcripts at the active transcription sites (ATS) and mature cytoplasmic mRNAs with single-molecule precision and reconstruct the tissue in 3D for further analysis. Our codes were initially optimized for the C. elegans germline but were designed to be broadly applicable to other species and tissue types. • smFISH_batchRun allows precise detection of RNA at the single molecule level for widefield microcopy images. • The scripts highlighted here can allow users to detect and visualize the detection and confirm that it is indeed accurate or adjust the thresholds as needed. • The scripts here collect the 3D spatial coordinates of Active Transcription Sites (ATS), cytoplasmic mRNA and their associated nuclei and could be adapted to other systems as well.

Software ImpactsVol. 25
Albany State University (US), University at Albany, State University of New York (US)
University at Albany
Openalex Percentile: Top 26%
Single-cell and spatial transcriptomics
0.81
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smFISH_batchRun: A smFISH image processing tool for single-molecule RNA Detection and 3D reconstruction — Nimmy S. John, ChangHwan Lee · Software Impacts (2025) | TGRS Research Map | TGRS