» Articles » PMID: 39769431

The Role of CtDNA in the Management of Non-Small-Cell Lung Cancer in the AI and NGS Era

Overview
Journal Int J Mol Sci
Publisher MDPI
Date 2025 Jan 8
PMID 39769431
Authors
Affiliations
Soon will be listed here.
Abstract

Liquid biopsy (LB) involves the analysis of circulating tumour-derived DNA (ctDNA), providing a minimally invasive method for gathering both quantitative and qualitative information. Genomic analysis of ctDNA through next-generation sequencing (NGS) enables comprehensive genetic profiling of tumours, including non-driver alterations that offer prognostic insights. LB can be applied in both early-stage disease settings, for the diagnosis and monitoring of minimal residual disease (MRD), and advanced disease settings, for monitoring treatment response and understanding the mechanisms behind disease progression and tumour heterogeneity. Currently, LB has limited use in clinical practice, primarily due to its significant costs, limited diagnostic yield, and uncertain prognostic role. The application of artificial intelligence (AI) in the medical field is a promising approach to processing extensive information and applying it to individual cases to enhance therapeutic decision-making and refine risk assessment.

References
1.
Reck M, Hagiwara K, Han B, Tjulandin S, Grohe C, Yokoi T . ctDNA Determination of EGFR Mutation Status in European and Japanese Patients with Advanced NSCLC: The ASSESS Study. J Thorac Oncol. 2016; 11(10):1682-9. DOI: 10.1016/j.jtho.2016.05.036. View

2.
Widman A, Shah M, Frydendahl A, Halmos D, Khamnei C, Ogaard N . Ultrasensitive plasma-based monitoring of tumor burden using machine-learning-guided signal enrichment. Nat Med. 2024; 30(6):1655-1666. PMC: 7616143. DOI: 10.1038/s41591-024-03040-4. View

3.
Li X, Li W, Lin J, Yan H, Tu H, Chen H . Predictive and Prognostic Potential of TP53 in Patients With Advanced Non-Small-Cell Lung Cancer Treated With EGFR-TKI: Analysis of a Phase III Randomized Clinical Trial (CTONG 0901). Clin Lung Cancer. 2020; 22(2):100-109.e3. DOI: 10.1016/j.cllc.2020.11.001. View

4.
Adams S, Stone E, Baldwin D, Vliegenthart R, Lee P, Fintelmann F . Lung cancer screening. Lancet. 2022; 401(10374):390-408. DOI: 10.1016/S0140-6736(22)01694-4. View

5.
Chabon J, Hamilton E, Kurtz D, Esfahani M, Moding E, Stehr H . Integrating genomic features for non-invasive early lung cancer detection. Nature. 2020; 580(7802):245-251. PMC: 8230734. DOI: 10.1038/s41586-020-2140-0. View