Published December 7, 2025 | Version v2
Model Open

Helixer–ab initio Prediction of Primary Eukaryotic Gene Models Combining Deep Learning and a Hidden Markov Model. Trained models.

  • 1. ROR icon Forschungszentrum Jülich

Description

Models for structural gene annotation of vertebrates, invertebrates, plants and fungi, to be used with Helixer (https://github.com/weberlab-hhu/Helixer). In summary, input is one hot-encoded DNA sequence and output is basewise-predictions, which are automatically fed into an HMM to produce finalized primary gene models. This upload includes both during development and final 'best models' as described here: https://www.nature.com/articles/s41592-025-02939-1

While model details, ranking and meta info can be found here: https://github.com/weberlab-hhu/Helixer/blob/main/resources/model_list.csv, we recommend simply using the autodownload. 

[this version adds a mammal model (mammal_v0.3_m_0100.h5)]

Files

Files (687.1 MB)

Name Size Download all
md5:c62d9615e722c2f927a0de3f4fcf5b70
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md5:b206083e4aa9879f411964c5bcfeb36d
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md5:43599248951a59dda7fe4b6997a13d46
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md5:ea859aa2909954dd483a22e5b2fad551
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md5:45f29606c04a5398b071abcc9c3a0f56
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md5:fdd5a925728cf56e2470d96beeeb797b
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md5:8e9563558f8636b7b5d0750bbad95279
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md5:f0e00efcbea83c66b69258d11119a691
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md5:f4f3f7bf629d02431241bfef18cb8ade
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md5:603953ab2e7cb911ff8bc62a53d39ab7
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md5:ef1f9ea71fe440631bd8ed52f75dea8f
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md5:abd9f861d5d399ee82ea9d4141a741d4
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md5:75685739e98ae76ca76f2c1dbbb90108
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md5:d244c863c8ab9fc9bd93d885613542c0
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md5:f9f067be423392c6b245d56df97ca2d3
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md5:7df29ca3a1f81fe9e305236e2271069e
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md5:359d45aa2321fc13063ebb59f9ef3efe
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md5:f163426ba0ca675facb34f7f77ff902a
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md5:acedf94d7c4f811e877da07844bc58f4
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md5:fab12395994b208ca01fe80d66c8641e
36.3 MB Download
md5:943b2b8f0734ac87109faa0c2e6921fe
25.4 MB Download

Additional details

Related works

Is supplement to
Journal article: 10.1038/s41592-025-02939-1 (DOI)

Software

Repository URL
https://github.com/weberlab-hhu/Helixer/
Development Status
Active