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2026-06-26 PubMed

G4-regulated IKBKB drives prostate cancer progression by activating NF-κB and remodeling the immune microenvironment

Identification of G4-regulated immune-related drug targets for prostate cancer based on G4 screen and machine learning.

Background

Prostate cancer remains a significant health challenge, with progression often linked to the tumor microenvironment and epigenetic dysregulation. G-quadruplex (G4) structures, non-canonical DNA secondary structures, act as crucial epigenetic regulators and represent promising therapeutic targets in various cancers. However, their specific role in prostate cancer progression, particularly how they interact with and influence the immune microenvironment, has been largely unexplored. Understanding this interplay could reveal novel vulnerabilities and therapeutic strategies beyond current standard-of-care limitations.

Study Design

Researchers performed BG4 ChIP-seq to comprehensively map genome-wide G4 structures within the prostate cancer cell line C4-2. This genomic data was then integrated with immune pathway enrichment analyses and multiple machine learning algorithms (including LASSO, SVM-RFE, GBM, Naïve Bayes, and GLM) to pinpoint critical hub genes driving prostate cancer progression. Clinical relevance was assessed by analyzing gene expression and survival data from public datasets like GTEx, TCGA, and HPA. Functional validation of identified targets involved qPCR, CCK-8 assays for cell viability, colony formation, and wound-healing assays for migration. Druggability was evaluated using DrugnomeAI, and AI-assisted peptide inhibitors were designed using RFdiffusion and ProteinMPNN platforms.

Results

The study identified 1,289 prostate cancer-specific G4 structures, predominantly located in promoter regions, suggesting a role in gene regulation. Through machine learning and immune enrichment, IKBKB emerged as a pivotal hub gene in prostate cancer progression. Clinical data showed IKBKB was significantly overexpressed in prostate cancer tissues, correlating with advanced disease stages and poor patient prognosis. Its expression was found to be regulated by promoter G4 structures, influenced by transcription factors AR and ERG. Functionally, IKBKB promoted genome instability, enhanced tumor stemness, and actively remodeled the immune microenvironment.

G4 stabilization specifically increased IKBKB expression and robustly activated the NF-κB pathway, which in turn significantly enhanced cancer cell viability, proliferation, and migration. Computational screening confirmed IKBKB's druggability, identifying existing inhibitors like Auranofin. Furthermore, AI-assisted design successfully generated novel peptide inhibitors specifically targeting IKBKB and proposed a CRISPR-dCas9 strategy for G4 disruption at the IKBKB promoter.

Key Findings

  • Identified 1,289 prostate cancer-specific G4 structures, mainly in promoter regions.
  • Machine learning pinpointed IKBKB as a key hub gene in prostate cancer progression.
  • IKBKB overexpression correlated with advanced stage and poor prognosis in clinical data.
  • G4 stabilization increased IKBKB expression, activating the NF-κB pathway and enhancing cancer cell viability, proliferation, and migration.
  • AI-assisted design generated peptide inhibitors targeting IKBKB and a CRISPR-dCas9 G4 disruption strategy.

Why It Matters

This research fundamentally shifts our understanding of prostate cancer progression by identifying IKBKB as a novel G4-regulated, immune-related driver. The practical takeaway is the identification of IKBKB and its associated G4 structures as highly promising therapeutic targets. This opens two distinct, yet complementary, avenues for intervention: directly inhibiting IKBKB (potentially with AI-designed peptides) or disrupting the G4 structures that regulate its expression. While the AI-designed peptides are currently theoretical, this work provides a strong preclinical rationale for developing new drugs that could modulate the NF-κB pathway and the immune microenvironment in prostate cancer, potentially leading to more effective treatments for advanced or resistant forms of the disease. Further in vivo validation and lead optimization are crucial next steps before any clinical translation.


prostate cancer g-quadruplex ikbkb nf-kb immune microenvironment drug target
Source: pubmed:42358976 · Ingested 2026-06-26 · Digest: gemini-2.5-flash