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

Frontiers in Oncology

Philippe Giraud¹  Catherine Durdux¹  Anita Burgun²  Jean Emmanuel Bibault²  Paul Giraud²  Radouane El Ayachy²  Nicolas Giraud⁴ 

[1] Cancer Research and Personalized Medicine-Integrated Cancer Research Center (SIRIC), Georges Pompidou European Hospital, Assistance Publique-Hôpitaux de Paris, Université de Paris, Paris, France;INSERM UMR 1138 Team 22: Information Sciences to support Personalized Medicine, Cordeliers Research Centre, Paris Descartes University, Paris, France;Radiation Oncology Department, Georges Pompidou European Hospital, Assistance Publique-Hôpitaux de Paris, Université de Paris, Paris, France;Radiation Oncology Department, Haut-Lévêque Hospital, CHU de Bordeaux, Pessac, France;

关键词: radiomics;    lung cancer;    machine learning;    oncology;    lung cancer screening;    treatment outcome and efficiency;   

DOI  :  10.3389/fonc.2021.603595

来源: DOAJ

【 摘 要 】

PurposeLung 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.MethodsA literature review was conducted using PubMed/Medline for search of relevant peer-reviewed publications from January 2012 to June 2020ResultsWe 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.ConclusionPromising 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.

【 授权许可】

Unknown