Decoding biology with massively parallel reporter assays and machine learning

A La Fleur, Y Shi, G Seelig - Genes & Development, 2024 - genesdev.cshlp.org
Massively parallel reporter assays (MPRAs) are powerful tools for quantifying the impacts of
sequence variation on gene expression. Reading out molecular phenotypes with …

Using Machine Learning to Enhance and Accelerate Synthetic Biology

K Rai, Y Wang, RW O'Connell, AB Patel… - Current Opinion in …, 2024 - Elsevier
Engineering synthetic regulatory circuits with precise input-output behavior—a central goal
in synthetic biology—remains encumbered by the inherent molecular complexity of cells …

[HTML][HTML] The regulatory landscape of 5′ UTRs in translational control during zebrafish embryogenesis

MM Reimão-Pinto, SM Castillo-Hair, G Seelig… - bioRxiv, 2023 - ncbi.nlm.nih.gov
The 5′ UTRs of mRNAs are critical for translation regulation, but their in vivo regulatory
features are poorly characterized. Here, we report the regulatory landscape of 5′ UTRs …

[HTML][HTML] Identification, Design, and Application of Noncoding Cis-Regulatory Elements

L Xu, Y Liu - Biomolecules, 2024 - mdpi.com
Cis-regulatory elements (CREs) play a pivotal role in orchestrating interactions with trans-
regulatory factors such as transcription factors, RNA-binding proteins, and noncoding RNAs …

ML-driven design of 3'UTRs for mRNA stability

AK Morrow, A Thornal, ED Flynn, E Hoelzli, M Shan… - bioRxiv, 2024 - biorxiv.org
Using mRNA as a therapeutic has received enormous attention in the last few years, but
instability of the molecule remains a hurdle to achieving long-lasting therapeutic levels of …

High-resolution profiling reveals coupled transcriptional and translational regulation of transgenes

EL Peterman, DS Ploessl, KS Love, V Sanabria… - bioRxiv, 2024 - biorxiv.org
Concentrations of RNAs and proteins provide important determinants of cell fate. Robust
gene circuit design requires an understanding of how the combined actions of individual …

Joint Design of 5'Untranslated Region and Coding Sequence of mRNA

Y Liu, J Gao, X Zhang, X Fang - arXiv preprint arXiv:2410.20781, 2024 - arxiv.org
Messenger RNA (mRNA) vaccines and therapeutics are emerging as powerful tools against
a variety of diseases, including infectious diseases and cancer. The design of mRNA …

Deciphering RNA regulation with a foundation language model

H Zhou, Y Hu, Y Zheng, J Li, J Peng, G Zhang, Z Wang - bioRxiv, 2024 - biorxiv.org
RNAs are widely regulated in cellular processes by their cis-regulatory elements and trans-
acting RNA binding proteins, the information of which is encoded in RNA sequences …

Natural Language Processing for Language of Life (mRNA vaccine design)

S Pathak - 2024 - era.library.ualberta.ca
The COVID-19 pandemic accelerated the development of mRNA vaccines, yet identifying
the optimal mRNA sequence for human use, particularly for the SARS-CoV-2 spike protein …

Transcript cleavage and polyadenylation in plants

S Gorjifard - 2023 - search.proquest.com
Eukaryotic gene expression is finely regulated at the post-transcriptional level by the
untranslated regions of mRNA. The coding sequence (CDS) of mRNA is flanked by 5'-and 3' …