# Integrative profiling of condensation-prone RNAs during early development

**Authors:** Tajda Klobučar, Jona Novljan, Ira A. Iosub, Boštjan Kokot, Iztok Urbančič, D. Marc Jones, Anob M. Chakrabarti, Nicholas M. Luscombe, Jernej Ule, Miha Modic

PMC · DOI: 10.1016/j.xgen.2025.101065 · 2025-11-19

## TL;DR

The paper identifies a new class of RNAs called smOOPs that are prone to forming condensates during early development and are closely linked to RNA-binding proteins and disordered proteins.

## Contribution

The study introduces smOOPs, a novel class of condensation-prone RNAs, and reveals their unique sequence and protein features in phase separation.

## Key findings

- smOOPs form denser RNA subnetworks and are heavily bound by RNA-binding proteins.
- smOOPs have lower sequence complexity and increased intramolecular folding.
- smOOPs encode proteins with intrinsically disordered regions linked to phase separation.

## Abstract

Complex RNA-protein networks play a pivotal role in the formation of many types of biomolecular condensates. How RNA features contribute to condensate formation, however, remains incompletely understood. 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 localize to larger intracellular foci, form denser RNA 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 highly 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.

•Semi-extractability and OOPS uncover developmental condensation-prone RNAs (smOOPs)•smOOPs are in close proximity, reflected by their denser-than-expected RNA subnetworks•Multi-omic datasets link transcript features to condensation potential•smOOPs encode proteins rich in intrinsically disordered regions prone to phase separation

Semi-extractability and OOPS uncover developmental condensation-prone RNAs (smOOPs)

smOOPs are in close proximity, reflected by their denser-than-expected RNA subnetworks

Multi-omic datasets link transcript features to condensation potential

smOOPs encode proteins rich in intrinsically disordered regions prone to phase separation

This study identifies a unique class of condensation-prone RNAs (smOOPs), defined by semi-extractability and enrichment in OOPS. smOOPs form denser-than-expected RNA-RNA subnetworks, display distinct sequence features, and are strongly bound by RBPs. They encode proteins rich in intrinsically disordered regions, suggesting a coordinated RNA-protein interplay in phase separation.

## Full-text entities

- **Genes:** PEG3 (paternally expressed 3) [NCBI Gene 5178] {aka PW1, ZKSCAN22, ZNF904, ZSCAN24}, Srrm4 (serine/arginine repetitive matrix 4) [NCBI Gene 68955] {aka 1500001A10Rik, B230202K19Rik, bv, mKIAA1853, nSR100}, NEAT1 (nuclear paraspeckle assembly transcript 1) [NCBI Gene 283131] {aka LINC00084, NCRNA00084, TP53LC15, TncRNA, VINC}, Lif (leukemia inhibitory factor) [NCBI Gene 16878], Rbfox2 (RNA binding protein, fox-1 homolog (C. elegans) 2) [NCBI Gene 93686] {aka Fbm2, Fxh, Hrnbp2, Rbm9}, DYNC1H1 (dynein cytoplasmic 1 heavy chain 1) [NCBI Gene 1778] {aka CDCBM13, CMT2O, DHC1, DHC1a, DNCH1, DNCL}, Mdk (midkine) [NCBI Gene 17242] {aka MK, Mek}, Pomc (pro-opiomelanocortin-alpha) [NCBI Gene 18976] {aka ACTH, BE, Beta-LPH, Clip, Gamma-LPH, Npp}, G3bp1 (G3BP stress granule assembly factor 1) [NCBI Gene 27041] {aka B430204O07, G3bp, mKIAA4115}, Fxr1 (FMR1 autosomal homolog 1) [NCBI Gene 14359] {aka 1110050J02Rik, 9530073J07Rik, Fxr1h, Fxr1p}, Wnt3a (wingless-type MMTV integration site family, member 3A) [NCBI Gene 22416] {aka Wnt-3a, vt}, Srsf3 (serine and arginine-rich splicing factor 3) [NCBI Gene 20383] {aka Sfrs3, X16}, Fgf2 (fibroblast growth factor 2) [NCBI Gene 14173] {aka Fgf-2, Fgf2a, Fgfb, bFGF}, Gsk3b (glycogen synthase kinase 3 beta) [NCBI Gene 56637] {aka 7330414F15Rik, 8430431H08Rik, GSK-3, GSK-3beta, GSK3}, Neb (nebulin) [NCBI Gene 17996]
- **Diseases:** PARIS (MESH:D012327), neurodegenerative diseases (MESH:D019636), cancers (MESH:D009369), iCLIP (MESH:C566309), OOPS (MESH:D000210)
- **Chemicals:** Crosslinker CL-3000 (-), serine (MESH:D012694), 2-mercaptoethanol (MESH:D008623), amino acid (MESH:D000596), Urea (MESH:D014508), U (MESH:D014501), chloroform (MESH:D002725), glyoxal (MESH:D006037), glutamine (MESH:D005973), m6A (MESH:C005955), ATP (MESH:D000255), DAPI (MESH:C007293), formaldehyde (MESH:D005557), PBS (MESH:D007854), Tween 20 (MESH:D011136), lysine (MESH:D008239), PD0325901 (MESH:C506614), TPP (MESH:C016136), uridine (MESH:D014529), NaCl (MESH:D012965), Methanol (MESH:D000432), proline (MESH:D011392), N6-methyladenosine (MESH:C010223), Thymine (MESH:D013941), C (MESH:D002244), Guanine (MESH:D006147), Triton X-100 (MESH:D017830), N2 (MESH:D009584), EDTA (MESH:D004492), TRIzol (MESH:C411644), CHIR99021 (MESH:C473711), phenol (MESH:D019800), water (MESH:D014867), Cytosine (MESH:D003596), Glutamax (MESH:C054122), ethanol (MESH:D000431), glutamate (MESH:D018698), Adenine (MESH:D000225), isopropanol (MESH:D019840), SDS (MESH:D012967), biotin (MESH:D001710)
- **Species:** Homo sapiens (human, species) [taxon 9606], Drosophila melanogaster (fruit fly, species) [taxon 7227], Mus musculus (house mouse, species) [taxon 10090]
- **Mutations:** M0204L, S3D, S3, M0264S, M0201L, M0531L
- **Cell lines:** IDG3.2 — Mus musculus (Mouse), Embryonic stem cell (CVCL_A2WN), 129S8 — Mus musculus (Mouse), Embryonic stem cell (CVCL_C319), S2 — Drosophila melanogaster (Fruit fly), Spontaneously immortalized cell line (CVCL_Z232)

## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12903419/full.md

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Source: https://tomesphere.com/paper/PMC12903419