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VariantFormer: A hierarchical transformer integrating DNA sequences with genetic variations and regulatory landscapes for personalized gene expression prediction

2025-11-02

Abstract excerpt

1 Accurately predicting gene expression from DNA sequence remains a central challenge in human genetics. Current sequence-based models overlook natural genetic variation across individuals, while population-based models are restricted to variants observed within specific cohorts. Here, we present VariantFormer, a 1.2-billion-parameter transformer that predicts gene-level RNA abundance directly from personalized di...

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Literature Corpus work
d7eaada9-cde2-51a8-a821-0b8da55f1da8
DOI
10.1101/2025.10.31.685862
Open publication

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VariantFormer: A hierarchical transformer integrating DNA sequences with genetic variations and regulatory landscapes for personalized gene expression predictionDOI 10.1101/2025.10.31.685862
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