A comprehensive map of the sequence basis of transcription initiation in humans

Transcription initiation is a key marker of active enhancers and promoters. Here we describe an atlas of efficient and interpretable deep learning models trained on over 200 transcription initiation profiling experiments representing all major human organs and many cancer types. We show that our models accurately predict initiation patterns from local DNA sequence and decode their sequence determinants across diverse cellular contexts.

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Publication Details

Journal
bioRxiv (Cold Spring Harbor Laboratory)
Published
2026-10-30
DOI
https://doi.org/10.64898/2026.10.29.762743
Primary Topic
Genomics and Chromatin Dynamics
Type
preprint
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preprint

A comprehensive map of the sequence basis of transcription initiation in humans

Anshul Bharat Kundaje, Adam Youlin He, Claire Tian
bioRxiv (Cold Spring Harbor Laboratory)
Genomics and Chromatin Dynamics
preprint

A comprehensive map of the sequence basis of transcription initiation in humans

Anshul Bharat Kundaje, Adam Youlin He, Claire Tian
preprint en

Abstract

Transcription initiation is a key marker of active enhancers and promoters. Here we describe an atlas of efficient and interpretable deep learning models trained on over 200 transcription initiation profiling experiments representing all major human organs and many cancer types. We show that our models accurately predict initiation patterns from local DNA sequence and decode their sequence determinants across diverse cellular contexts.

bioRxiv (Cold Spring Harbor Laboratory)
Stanford Medicine (US), Stanford University (US)
Genomics and Chromatin Dynamics
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A comprehensive map of the sequence basis of transcription initiation in humans — Anshul Bharat Kundaje, Adam Youlin He, et al. · bioRxiv (Cold Spring Harbor Laboratory) (2026) | TGRS Research Map | TGRS