Voong, C. K. | Search bioRxiv

bioRxiv2025

SALVE: prediction of interorgan communication with transcriptome latent space representation

Massive transcriptomics data allow gene relationships to be discovered from their correlated expression. We describe SALVE, a method to infer the associations between secretome-encoding transcripts and gene modules in a distal organ from RNA sequencing data. This method builds upon similar bioinformatics approaches by introducing transcriptome latent space representations and transfer learning to simultaneously increase discovery power and predict downstream functional associations. Applied to GTEx v8 data, we show the method readily recapitulates canonical endocrine relationships, including insulin and adiponectin signaling, while inferring new candidate organokines and their signaling modality. We also explore its utility for generating new hypotheses on cardiokine candidates and finding distal factors that may affect cardiac protein synthesis and metabolism. The predictions suggest a potential role of circulating galectin-3 (LGALS3) in regulating cardiac protein synthesis and homeostasis, which can be recapitulated in part in human induced pluripotent stem cell (hiPSC)-derived cardiomyocytes. This method may aid in ongoing efforts to delineate interorgan communications and endocrine networks in various areas of study. New & NoteworthyWe describe a bioinformatics strategy to find associations between the secretome-coding genes and functional pathways of two organs. This approach may be used to find crosstalk signals between the heart, adipose, liver, and other tissues. Applied to GTEx data, it suggests a potential role of circulating galectin-3 in regulating cardiac protein synthesis and homeostasis pathways.

bioinformatics↗

bioRxiv2022

RNA- and DNA-binding proteins generally exhibit direct transfer of polynucleotides: Implications for target site search

We previously demonstrated that the PRC2 chromatin-modifying enzyme exhibits the ability to directly transfer between RNA and DNA without a free-enzyme intermediate state. Simulations suggested that such a direct transfer mechanism may be generally necessary for RNA to recruit proteins to chromatin, but the prevalence of direct transfer capability is unknown. Herein, we used fluorescence polarization assays and observed direct transfer for several well-characterized nucleic acid-binding proteins: three-prime repair exonuclease 1 (TREX1), heterogeneous nuclear ribonucleoprotein U, Fem-3-binding factor 2, and MS2 bacteriophage coat protein. For TREX1, the direct transfer mechanism was additionally interrogated by single molecule assays, and the data suggest that direct transfer occurs through an unstable ternary intermediate with partially associated ligands. Generally, direct transfer could allow many DNA- and RNA-binding proteins to conduct a one-dimensional search for their target sites. Furthermore, presumably long-lived protein-polynucleotide complexes might instead be readily replaced by other protein-polynucleotide complexes in vivo. SignificanceClassically, the lifetime of a protein-ligand complex is presumed to be an intrinsic property, unaffected by competitor molecules in free solution. By contrast, a few oligomeric nucleic acid binding proteins have been observed to exchange competing ligands in their binding sites, and consequently their lifetimes decrease with competitor concentration. Our findings indicate that this "direct transfer" is a more general property of nucleic acid binding proteins. This suggests that many DNA- and RNA-binding proteins can reduce the dimensionality of their search for their target sites by intramolecular direct transfer to nucleosome DNA, instead of relying entirely on three-dimensional diffusion, and it suggests that their mean complex lifetimes in vivo can be regulated by the concentration of free ligand molecules.

biophysics↗