[Moving towards a personalized oncology: The contribution of genomic techniques and artificial intelligence in the use of circulating tumor biomarkers].

Journal: Bulletin du cancer
PMID:

Abstract

Technological advances, in particular the development of high-throughput sequencing, have led to the emergence of a new generation of molecular biomarkers for tumors. These new tools have profoundly changed therapeutic management in oncology, with increasingly precise molecular characterization of tumors leading to increasingly personalized therapeutic targeting. Detection of circulating tumor cells and/or circulating tumor DNA in blood samples -so-called 'liquid biopsies'- can now provide a genetic snapshot of the patient's tumor through an alternative and less invasive procedure than biopsy of the tumor tissue itself. This procedure for characterizing and monitoring the disease in real time facilitates the search for possible relapses, the emergence of resistance, or emergence of a new therapeutic target. In the long term, it might also provide a means of early detection of cancer. These new approaches require the treatment of ever-increasing amounts of clinical data, notably, with the goal of calculating composite clinical-biological predictive scores. The use of artificial intelligence will be unavoidable in this domain, but it raises ethical questions and implications for the health-care system that will have to be addressed.

Authors

  • Alexandre Perrier
    Sorbonne Université, AP-HP, Département de Génétique, Hôpital Universitaire Pitié-Salpêtrière, 75013 Paris, France.
  • Pierre Hainaut
    Biology Department, Institute for Advanced Biosciences, INSERM 1209 CNRS 5309 UGA, Grenoble, France.
  • Alexandre Guenoun
    KIRO, Marseille, France.
  • Dinh-Phong Nguyen
    KIRO, Marseille, France.
  • Pierre-Jean Lamy
    Department of Medical Oncology, Institut Régional Du Cancer de Montpellier ICM, Montpellier, France.
  • Fabrice Guerber
    Laboratoire Oriade-Noviale-Biogroup, 38300 Bourgoin-Jallieu, France.
  • Frédéric Troalen
    Université Paris-Saclay, Département de Biologie et de Pathologie cliniques, Institut Gustave Roussy, 94805 Villejuif, France.
  • Jérôme Alexandre Denis
    Sorbonne Université, Inserm, Centre de Recherche Saint-Antoine, CRSA, AP-HP, Hôpitaux Universitaires Pitié-Salpêtrière-Charles Foix, Laboratoire de Biochimie Endocrinienne et Oncologique, Oncobiologie Cellulaire et Moléculaire, 75013 Paris, France.
  • Mathieu Boissan
    Sorbonne Université, Inserm, Centre de Recherche Saint-Antoine, CRSA, AP-HP, Hôpital Tenon, Laboratoire de Biochimie et Hormonologie, 75020 Paris, France. Electronic address: mathieu.boissan@inserm.fr.