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Synergising single-cell resolution and 4sU labelling boosts inference of transcriptional bursting

David M. Edwards, Philip Davies and Daniel Hebenstreit

Despite the recent rise of RNA-seq datasets combining single-cell (sc) resolution with 4-thiouridine (4sU) labelling, analytical methods exploiting their power to dissect transcriptional bursting are lacking. Here, we present a mathematical model and Bayesian inference implementation to facilitate genome-wide joint parameter estimation and confidence quantification (R package: burstMCMC). We demonstrate that, unlike conventional scRNA-seq, 4sU scRNA-seq resolves temporal parameters and furthermore boosts inference of dimensionless parameters via a synergy between single-cell resolution and 4sU labelling. We apply our method to published 4sU scRNA-seq data and linked with ChIP-seq data, we uncover previously obscured associations between different parameters and histone modifications.

Genome Biology. June 2023

Mon 17 Jul 2023, 08:40 | Tags: Quantitative, Systems & Engineering Biology

Spectroscopic insight on impact of environment on natural photoprotectants

Abigail L Whittock, Xuefei Ding, Xavier E Ramirez Barker, Nazia Auckloo, Rebecca A Sellers, Jack M Woolley, Krishnan Tamareselvy, Marine Vincendet, Christophe Corre, Emma Pickwell-MacPherson and Vasilios G Stavros

Biomimicry has become a key player in researching new materials for a whole range of applications. In this study, we have taken a crude extract from the red algae Palmaria palmata containing mycosporine-like amino acids – a photoprotective family of molecules. We have applied the crude extract onto a surface to assess if photoprotection, and more broadly, light-to-heat conversion, is retained; we found it is. Considering sunscreens as a specific application, we have performed transmission and reflection terahertz spectroscopy of the extract and glycerol to demonstrate how one can monitor stability in real-world applications.

Chemical Science. June 2023


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