Cell GenomicsMolecular BiologyPeer-reviewed journal article
Integrative profiling of condensation-prone RNAs during early development
Tajda KlobučariD, Jona Novljan, Ira Alexandra IosubiD, Boštjan KokotiD, Iztok UrbančičiD, D. Marc JonesiD, Anob M. ChakrabartiiD, Nicholas M. LuscombeiD, Jernej UleiD, Miha ModiciD
Abstract
Complex RNA-protein networks play a pivotal role in the formation of many types of biomolecular condensates. How intrinsic RNA features contribute to condensate formation however remains unclear. Here, we integrate tailored transcriptomics assays to identify a distinct class of developmental condensation-prone RNAs termed smOOPs (semi-extractable, orthogonal organic phase separation-enriched RNAs). These transcripts are localised to larger intracellular foci, form denser RNA-RNA interaction subnetworks than expected and are heavily bound by RNA binding proteins (RBPs). Using an explainable deep learning framework, we reveal that smOOPs harbor characteristic sequence composition with lower sequence complexity, increased intramolecular folding and specific RBP binding patterns. Intriguingly, these RNAs encode proteins bearing extensive intrinsically disordered regions and are markedly predicted to be involved in biomolecular condensates, indicating an interplay between RNA- and protein-based features in phase separation. This work advances our understanding of condensation-prone RNAs and provides a versatile resource to further investigate RNA-driven condensation principles.
- organism: human
- assay: bulk RNA-seq
- research focus: gene regulatory network inference
- approach: deep learning
- Citations
- 5
- FWCI
- 1.49
- Field percentile
- top 18%
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
- Sequence architecture of RNA reveals key molecular signatures driving RNA phase separation
Sonali Chatterjee, Ranjit Prasad Bahadur·bioRxiv·Oct 24, 2026
- Interplay Between Protein-RNA Binding and Phase Separation Drives Emergent Behavior in RNP Condensates
Matteo Boccalini, Davide Erba, … Alessandro Barducci·bioRxiv·Jun 25, 2026
- RNA-Binding and Prion Domains: The Yin and Yang of Phase Separation
Nieves Lorenzo-Gotor, Alexandros Armaos, … Gian Gaetano Tartaglia·Nucleic Acids ResearchPeer-reviewed·Aug 5, 2020
- Spontaneous driving forces give rise to protein-RNA condensates with coexisting phases and complex material properties
S. Boeynaems, A. S. Holehouse, … A. Gitler·bioRxiv·Dec 11, 2018
- Molecular insights into the interaction between a disordered protein and a folded RNA
Rishav Mitra, Emery T. Usher, … James C.A. Bardwell·Proceedings of the National Academy of SciencesPeer-reviewed·Nov 26, 2024
- Condensate formation of the human RNA-binding protein SMAUG1 is controlled by its intrinsically disordered regions and interactions with 14-3-3 proteins
Olivia Carey, John Fehilly, … Kellie A. Dean·Journal of Molecular BiologyPeer-reviewed·Jul 2, 2025