A model explaining mRNA level fluctuations based on activity demands and RNA age
Abstract
Cellular RNA levels are usually fluctuated and are affected by many factors. However, knowledge on the fundamental relationships between RNA abundance, environmental stimuli, and RNA activities is lacking, and the effects of RNA age on RNA levels remain unknown. A model based on activity demands and RNA age was developed to explore the mechanisms of RNA level fluctuations. With single cell time-series gene expression experimental data, we could assess transcription rates, RNA degradation rates, RNA life spans, RNA demands, accumulated transcription amounts, and accumulated RNA degradation amounts by this model. The model could also predict RNA levels under simulation backgrounds, such as stimuli leading to regular oscillations in RNA abundance, stable RNA levels over time being resulted from the long shortage of total RNA activity or uncontrollable transcription, and relationship between RNA levels and protein levels. Given explaining partly mechanisms of some RNA level fluctuations by the present model, further proves and suitable applications are expected.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 9
- FWCI
- 0.55
- Field percentile
- top 41%
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Decay drives RNA abundance regulation using three distinct regulatory mechanisms
Reed S. Sorenson, Leslie Sieburth·bioRxiv·May 9, 2025
- Nuclear RNA concentration coordinates RNA production with cell size in human cells
Scott Berry, Micha Müller, Lucas Pelkmans·bioRxiv·May 17, 2021
- Statistics of nascent and mature RNA fluctuations in a stochastic model of transcriptional initiation, elongation, pausing, and termination
Tatiana Filatova, Nikola Popović, Ramon Grima·Bulletin of Mathematical BiologyPeer-reviewed·Dec 22, 2020
- Homeostasis of mRNA concentrations through coupling transcription, exportation, and degradation
Qirun Wang, Jie Lin·bioRxiv·Aug 23, 2023
- RNADecayCafe, a uniformly processed atlas of RNA half-life estimates across multiple human cell lines
Isaac W. Vock, Dié Tang, … Matthew D. Simon·bioRxiv·Aug 19, 2025
- Reduced RNA turnover as a driver of cellular senescence
Nowsheen Mullani, Yevheniia Porozhan, … Christian Muchardt·Life Science AlliancePeer-reviewed·Jan 14, 2021