Designing DNA With Tunable Regulatory Activity Using Discrete Diffusion
Anirban Sarkar, Alejandra Durán, Yiyang Yu, Da-Wei Lin, Yijie Kang, Nirali Somia, Pablo Mantilla, Jessica Zhou, Masayuki Nagai, Ziqi Tang, Kaarina Hanington, Kenneth Chang, Peter K. Koo
This paper introduces D3, a generative model for designing regulatory DNA with tunable activity, showing improved performance over baselines in sequence generation and activity prediction.
bioRxiv · May 23, 2024 · PreprintGenomics