Image Learner - GTEx Tissue Modeling
1.0

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Workflow Type: Galaxy

Train an Image Learner tissue classifier from prepared GTEx v11 expression images and metadata.

Associated Tutorial

This workflows is part of the tutorial GTEx Tissue Modeling with Galaxy Image Learner, available in the GTN

Features

Thanks to...

Workflow Author(s): Paulo Cilas Morais Lyra Junior, Jeremy Goecks

Tutorial Author(s): Paulo Cilas Morais Lyra Junior, Allissa Dillman, Natalie Kucher, Alyssa Pybus, Junhao Qiu, Jeremy Goecks

gtn star logo followed by the word workflows

Inputs

ID Name Description Type
selected_gtex_v11_tpm_image_tissue_dataset.zip #main/selected_gtex_v11_tpm_image_tissue_dataset.zip ZIP archive containing one grayscale expression image per selected GTEx sample.
  • File
selected_gtex_v11_tpm_image_tissue_labels.csv #main/selected_gtex_v11_tpm_image_tissue_labels.csv Prepared metadata CSV with image_path and label columns. The label column is derived from SMTSD in GTEx_Analysis_v11_Annotations_SampleAttributesDS.txt.
  • File

Steps

ID Name Description
2 Image Learner Image Learner tissue classification using the metadata table's `image_path` column as the image file and `label` column derived from GTEx `SMTSD` labels. toolshed.g2.bx.psu.edu/repos/goeckslab/image_learner/image_learner/0.1.5

Outputs

ID Name Description Type
model #main/model n/a
  • File
predictions #main/predictions n/a
  • File
report #main/report n/a
  • File

Version History

1.0 (earliest) Created 27th Jul 2026 at 14:51 by GTN Bot

Added/updated 4 files


Open master 0107b93
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Created: 27th Jul 2026 at 14:51

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