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

Journal: International journal of molecular sciences
PMID:

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.

Authors

  • Jacopo Costa
    Department of Medicine (DAME), University of Udine, 33100 Udine, Italy.
  • Alexandro Membrino
    Department of Medicine (DAME), University of Udine, 33100 Udine, Italy.
  • Carol Zanchetta
    Department of Medicine (DAME), University of Udine, 33100 Udine, Italy.
  • Simona Rizzato
    Department of Oncology, University Hospital of Udine, 33100 Udine, Italy.
  • Francesco Cortiula
    Department of Oncology, University Hospital of Udine, 33100 Udine, Italy.
  • Ciro Rossetto
    Department of Oncology, University Hospital of Udine, 33100 Udine, Italy.
  • Giacomo Pelizzari
    Department of Oncology, University Hospital of Udine, 33100 Udine, Italy.
  • Giuseppe Aprile
    Department of Oncology, University Hospital of Udine, 33100 Udine, Italy.
  • Marianna Macerelli
    Medical Oncology Unit, Azienda Ospedaliero-Universitaria Santa Maria Della Misericordia, Udine, Italy.