Design of tissue-specific mammalian enhancers that function in vivo

This repository contains the code used to train models, including transfer learning across different data modalities, generate predictions, compute contribution tracks, and design synthetic enhancers. All source code is provided in DeepSTARR_Mouse_codes.zip, which preserves the original project directory structure. The archive contains the following modules: bin/ – auxiliary functions and shared utilities Accessibility_model_training/ – scripts for training chromatin accessibility prediction models Enhancer_activity_model_training/ – scripts for training enhancer activity prediction models Ledidi_enhancer_design/ – scripts for Ledidi-based synthetic enhancer design Model_evaluation/ – scripts for model evaluation and control model training replacement_transfer_learning/ – scripts for replacement-based transfer learning experiments motif_syntax_rules_analysis/ – scripts used to analyze motif syntax rules

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-07-22
DOI
https://doi.org/10.5281/zenodo.17551502
Primary Topic
Genomics and Chromatin Dynamics
Type
article
Field-Weighted Citation Impact
0.00
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article

Design of tissue-specific mammalian enhancers that function in vivo

Vincent Loubière, Alexander Stark, Shenzhi Chen
Zenodo (CERN European Organization for Nuclear Research)
Genomics and Chromatin Dynamics
article

Design of tissue-specific mammalian enhancers that function in vivo

Vincent Loubière, Alexander Stark, Shenzhi Chen
article en

Abstract

This repository contains the code used to train models, including transfer learning across different data modalities, generate predictions, compute contribution tracks, and design synthetic enhancers. All source code is provided in DeepSTARR_Mouse_codes.zip, which preserves the original project directory structure. The archive contains the following modules: bin/ – auxiliary functions and shared utilities Accessibility_model_training/ – scripts for training chromatin accessibility prediction models Enhancer_activity_model_training/ – scripts for training enhancer activity prediction models Ledidi_enhancer_design/ – scripts for Ledidi-based synthetic enhancer design Model_evaluation/ – scripts for model evaluation and control model training replacement_transfer_learning/ – scripts for replacement-based transfer learning experiments motif_syntax_rules_analysis/ – scripts used to analyze motif syntax rules

Zenodo (CERN European Organization for Nuclear Research)
Research Institute of Molecular Pathology (AT)
Openalex Percentile: Top 14%
Genomics and Chromatin Dynamics
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