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Santos-Rodriguez, G.

Publications and source records attributed to Santos-Rodriguez, G..

3 recordsLinked to original sources

SWARM: A Single-Molecule Workflow for High-Precision Profiling of RNA Modifications

Nanopore direct RNA sequencing promises to decode the epitranscriptome by detecting multiple modifications on individual RNA molecules, but its potential for biological discovery is hampered by high false-positive rates. We present SWARM, an AI-based framework designed to overcome this fundamental limitation. Its key innovation is a crosstalk-aware training strategy that incorporates non-target modifications and orthogonally validated cellular signals, enabling high-precision detection of m6A, pseudouridine ({Psi}), and m5C at single-nucleotide and single-molecule resolution. Using rigorous in vitro and cellular RNA benchmarks, SWARM outperforms existing tools and maintains strong agreement with orthogonal methods. Applying SWARM across mammalian tissues reveals thousands of novel modification sites with confirmed motifs and localisation patterns. Our high-resolution multi-tissue modification map revealed no evidence of widespread m6A-{Psi} interplay in predominant writer contexts, challenging models of a coordinated epitranscriptomic code. We further discovered a previously unrecognised splicing-shaped mode of {Psi} deposition, whereby TRUB1-mediated pseudouridylation preferentially occurs after exon-exon ligation, consistent with local RNA structure stabilisation. SWARM provides a robust, universally applicable tool for epitranscriptome discovery.

bioinformatics↗

High-content imaging reveals the ability of microexons to shape protein localisation

Alternative splicing provides a pervasive means to expand proteome complexity, yet how it reorganises protein interactions and constrains where proteins act within cell remains unclear. By constructing an interface-resolved interaction network composed of 17,660 experimentally defined contact sites, we reveal that tissue-specific alternative splicing remodels protein connectivity by reshaping modular protein architecture. Longer exons reshape local interaction patterns whereas microexons fine-tune key interfaces linking distinct cellular processes. Integration of subcellular localisation data further indicates that such rewiring can redistribute proteins within cells. To test this, we developed a high-content imaging approach to systematically evaluate the influence of individual exons on protein localisation and screened a targeted library of protein isoforms differing in individual exons. 38% of the tested isoform pairs altered localisation, with microexons, although typically shorter than five amino acids, accounting for a substantial proportion of these effects. Bioinformatic and structural analyses identified that microexons can extend secondary structural regions and reposition charged residues, suggesting a potential to modulate local electrostatic environments. Consistent with this, biochemical analysis of a four-amino acid microexon in sorting nexin 2 - identified through our screen - confirmed that residue insertion, rather than side chain chemistry, was driving differences in protein localisation through repositioning of a flanking, charged residue. Together, these findings describe a principle by which alternative splicing fine-tunes interface architecture to coordinate protein assembly, localisation, and proteome organisation.

molecular biology↗

Evolutionary dynamics of circular RNAs in primates

Many primate genes produce non-coding circular RNAs (circRNAs). However, the extent of circRNA conservation between closely related species remains unclear. By comparing tissue-specific transcriptomes across over 70 million years of primate evolution, we identify that within 3 million years circRNA expression profiles diverged such that they are more related to species identity than organ type. However, our analysis also revealed a subset of circRNAs with conserved neural expression across tens of millions of years of evolution. These circRNAs are defined by an extended downstream intron that has shown dramatic lengthening during evolution due to the insertion of novel retrotransposons. Our work provides comparative analyses of the mechanisms promoting circRNAs to generate increased transcriptomic complexity in primates.

genomics↗