Myofibroblast Activation Images with Four Fluorescent Channels

Four-channel microscopy images of cells supporting a strategy to quantify myofibroblast activation on a continuous spectrum. The dataset includes channels for F-Actin, alpha smooth muscle actin, DAPI, and phase-contrast. Alexander Hillsley contributed this data to the Texas Data Repository, with a record last updated on March 18, 2024.

Use Cases

• Quantifying myofibroblast activation states based on alpha smooth muscle actin and F-Actin channel signals.
• Developing image segmentation models using the DAPI channel for nucleus identification.
• Training multimodal image analysis pipelines on the four-channel data structure.
• Validating computational strategies for continuous spectrum cell phenotyping mentioned in the manuscript.

Strengths

• Includes four distinct imaging channels (F-Actin, alpha smooth muscle actin, DAPI, phase-contrast) for multimodal analysis.
• Data is associated with a specific, peer-reviewed research strategy described in a manuscript.
• Record was last updated on March 18, 2024, indicating recent metadata activity.

Limitations

• Description metadata is limited; actual data quality, scale, and file formats require manual inspection after download.
• Row count and dataset size are unknown, which may limit suitability assessment for large-scale projects.
• Column-level documentation is absent; field semantics and image annotations must be inferred after download.

Provenance

Source

Texas Data Repository Harvested Dataverse

Collection Method

Likely generated as part of the research for the associated manuscript.

Time Range

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Freshness

Last updated 2024-03-18 10:25:22; freshness should be verified.

Geography

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