PubMed Health⌕ Search
Home/Archive/PubMed

PubMed · 41014017

G4STAB: a multi-input deep learning model to predict G-quadruplex thermodynamic stability based on sequence and salt concentration.

Donn Liew·Akesha Dinuli Dharmatilleke·Edwin See·Ee Hou Yong
View original source ↗Export metadata ↓

Abstract

MOTIVATION: G-quadruplexes (G4s) are non-canonical nucleic acid structures formed in guanine-rich regions that modulate gene regulation and genomic stability. The thermodynamic stability of G4s directly influences their biological functions and potential as therapeutic targets. However, current quantitative frameworks for predicting G4 stability rely on predetermined structural features, limiting their effectiveness for diverse G4 topologies, and fail to account for environmental factors such as ion concentration and pH that significantly modulate G4 stability in cellular contexts. RESULTS: We present G4STAB, a multi-input deep learning neural network that accurately predicts DNA G4 melting temperatures based on sequence features, salt concentration, and pH. Trained on 2382 diverse DNA G4 sequences, our model achieves high accuracy (R 2=0.8) without relying on predetermined G4 structural features. G4STAB successfully captures established G4 stability determinants and proposes previously unobserved sequence-stability relationships. Analysis of 391 502 experimentally validated G4s reveals that cancer-like ionic environments alter G4 stability profiles, with a 13.5-fold increase in the number of structures exhibiting physiological melting temperatures (36-42°C). These findings suggest systematic genomic patterns in G4 stability responses across chromosomes and gene types. AVAILABILITY AND IMPLEMENTATION: G4STAB is available at https://github.com/donn-liew/G4STAB; G4STAB web database interface is available at https://donn-liew.github.io/g4stab-web-database/.

Explore related subjects

G-QuadruplexesDeep LearningThermodynamicsSaltsDNAHydrogen-Ion ConcentrationHumansJournal ArticleResearch Support, Non-U.S. Gov't

Keep this discovery

Explore connections, maps & timelines

BibTeXRIS

Donn Liew, Akesha Dinuli Dharmatilleke, Edwin See, Ee Hou Yong. 2025-10-02. G4STAB: a multi-input deep learning model to predict G-quadruplex thermodynamic stability based on sequence and salt concentration.. https://doi.org/10.1093/bioinformatics%2Fbtaf545

Cite the original work for its findings. Save a collection to share your selection of sources.

KEEP EXPLORING

Related citations

PubMed2026

Structures and dynamics of the major G-quadruplex in the human PDGFR-β gene promoter: insights into vacancy G-quadruplex formation.

Overexpression of PDGFR-β (platelet-derived growth factor receptor beta) kinase contributes to diverse human diseases, including cancers, cardiovascular disorders, and fibrosis. G-quadruplexes (G4s) formed in the PDGFR-β promoter act as transcriptional repressors and represent attractive therapeutic targets. We previously reported that the major G4-forming region of the PDGFR-β promoter adopts a unique broken-strand G4, whereas truncation of this sequence generates a vacancy G4 (vG4) that can be filled-in by external guanine analogs or metabolites and further stabilized by small molecules, suggesting a potential regulatory mechanism and opportunity for selective drug targeting. However, the relationship between broken-strand G4s and vG4s remains unclear. Here, we demonstrate that the PDGFR-β promoter sequence forms a dynamic equilibrium between two broken-strand G4 conformations that interconvert on the millisecond timescale, with vG4 serving as an intermediate. We determined the high-resolution NMR structures of these interconverting G4s, which share a conserved vG4 core but differ in their intramolecular guanine "fill-in." Both conformations feature a stabilizing G-G capping base pair unique to the PDGFR-β promoter. These findings elucidate the structural details of broken-strand PDGFR-β promoter G4s and the mechanism of vG4 formation, providing critical insights for selective drug targeting and establishing a framework for rational design of small molecules to modulate PDGFR-β transcription.

G-Quadruplexes↗
PubMed2026

Conservation of Long G4-rich (LG4) genomic enhancer regulations.

Long G4-rich regions (LG4s) are defined as DNA sequences containing a high density of guanine triplets capable of forming non-B DNA structures called G-quadruplexes (G4s). These regions frequently overlap with enhancers, which are regulatory DNA elements that modulate gene expression by interacting with DNA regions that dictate where transcription is initiated known as promoters. While LG4s have now been well-characterized in the human genome, neither LG4 occurrence, nor the ability of LG4s to function as enhancers, in other species has been described. To address this, we screened the genomes of 16 different species from various taxa to identify LG4s and then determined if they were conserved, and additionally, we show the ability of one of the conserved LG4s to interact with its cognate promoter in vitro is functionally maintained across species. Our analyses characterized a number of previously unreported LG4s in the human genome as well as LG4s in 13 additional species. Of note, we identified a highly conserved LG4 enhancer predicted to regulate over 40 genes. This LG4 is embedded in the MAZ (Myc-Associated Zinc finger protein) locus, and we find this LG4 possesses the ability to directly interact with the same target promoter in both human and mouse. In summary, this work describes LG4s in the genomes of both unicellular and multicellular species including vertebrates, invertebrates, plants, and fungi, and finds many of these LG4 sequences highly conserved.

G-Quadruplexes↗
PubMed2026

G-quadruplex upstream of PAX9 TSS acts as a 3D-genome scaffold to remotely silence X-linked genes and modulate cell-cycle progression.

G-quadruplexes (G4s) are non-canonical DNA secondary structures that act as local replication barriers and transcriptional regulators. Whether G4 can simultaneously influence splicing, DNA replication, and long-range, trans-chromosomal gene regulation remains untested. Here we combined in vitro biophysics, CRISPR mutagenesis and multi-omics to dissect a conserved G4 motif (QS1) located ~173 bp upstream of the PAX9 transcription start site. CD spectroscopy confirmed that the wild-type, but not the G-to-T mutant sequence, folds into a stable parallel G4 under physiological K+. In human cells, disruption of the QS1 G4 changed chromatin accessibility, remotely down-regulated a cohort of X-linked genes, accelerated migration and delayed G1/S progression. Integrative analysis of ATAC-seq, RNA-seq profiling reveals that the QS1 G4 acts as a three-dimensional genome scaffold linking PAX9 to cell-cycle and metabolic networks. Our findings establish a pleiotropic role for a single promoter G4 in coordinating DNA replication stress, chromatin architecture and trans-chromosomal transcriptional control.

G-Quadruplexes↗