Integrating isothermal amplification techniques and LNA-based AI-assisted electrochemical bioassay for analysis of KRAS G12V point mutation
The KRAS mutation is a crucial biomarker for determining targeted cancer therapies, making its accurate and cost-effective detection vital for precision oncology. However, current methodologies, such as next-generation sequencing (NGS) or PCR-based methods, are often expensive and technically complex, limiting their accessibility. Here, we present a novel bioassay for KRAS G12V mutation analysis that combines rolling circle amplification (RCA) with locked nucleic acid (LNA)-modified magnetic beads, electrochemical detection using carbon electrode chips, and AI-assisted analysis via a logistic regression classifier. Our platform demonstrated exceptional selectivity in distinguishing the KRAS G12V mutation from wild-type (wt) sequences, enabling analysis <1 % of mutated DNA in a wt sample. We validated the bioassay on 7 cancer cell lines and 11 patient-derived samples, achieving results that perfectly correlated with NGS data. This innovative approach simplifies the workflow, reduces costs, and offers high sensitivity and specificity, making it a promising tool for clinical diagnostics and personalized cancer treatment strategies.
Authors
- Ravery Sebuyoya (ORCID: https://orcid.org/0000-0002-3769-6676)
- Babalola Ola Yusuf (ORCID: https://orcid.org/0000-0003-4683-0539)
- Martin Bartošík (ORCID: https://orcid.org/0000-0002-4728-1626)
Institutions
- Masaryk Memorial Cancer Institute (CZ)
- Brno University of Technology (CZ)
Publication Details
- Journal
- Talanta
- Published
- 2025-02-07
- DOI
- https://doi.org/10.1016/j.talanta.2025.127709
- Citations
- 11
- Primary Topic
- RNA and protein synthesis mechanisms
- Type
- article
- Field-Weighted Citation Impact
- 8.87