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The Role of Radiomics in Lung Cancer: From Screening to Treatment and Follow-Up

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  • معلومة اضافية
    • Contributors:
      Hôpital Européen Georges Pompidou APHP (HEGP); Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Hôpitaux Universitaires Paris Ouest - Hôpitaux Universitaires Île de France Ouest (HUPO); Centre de Recherche des Cordeliers (CRC (UMR_S_1138 / U1138)); École pratique des hautes études (EPHE); Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Sorbonne Université (SU)-Université de Paris (UP); Hôpital Haut-Lévêque CHU Bordeaux; CHU Bordeaux Bordeaux
    • بيانات النشر:
      HAL CCSD
      Frontiers
    • الموضوع:
      2021
    • Collection:
      Archive ouverte HAL (Hyper Article en Ligne, CCSD - Centre pour la Communication Scientifique Directe)
    • نبذة مختصرة :
      International audience ; Purpose: Lung cancer represents the first cause of cancer-related death in the world. Radiomics studies arise rapidly in this late decade. The aim of this review is to identify important recent publications to be synthesized into a comprehensive review of the current status of radiomics in lung cancer at each step of the patients’ care.Methods: A literature review was conducted using PubMed/Medline for search of relevant peer-reviewed publications from January 2012 to June 2020Results: We identified several studies at each point of patient’s care: detection and classification of lung nodules (n=16), determination of histology and genomic (n=10) and finally treatment outcomes predictions (=23). We reported the methodology of those studies and their results and discuss the limitations and the progress to be made for clinical routine applications.Conclusion: Promising perspectives arise from machine learning applications and radiomics based models in lung cancers, yet further data are necessary for their implementation in daily care. Multicentric collaboration and attention to quality and reproductivity of radiomics studies should be further consider.
    • Relation:
      hal-03236180; https://hal.sorbonne-universite.fr/hal-03236180; https://hal.sorbonne-universite.fr/hal-03236180/document; https://hal.sorbonne-universite.fr/hal-03236180/file/fonc-11-603595.pdf
    • الرقم المعرف:
      10.3389/fonc.2021.603595
    • Rights:
      info:eu-repo/semantics/OpenAccess
    • الرقم المعرف:
      edsbas.49E1C0B6