Combining liquid biopsy and radiomics for personalized treatment of lung cancer patients. State of the art and new perspectives

无线电技术 肺癌 液体活检 医学 精密医学 个性化医疗 活检 临床实习 癌症 生活质量(医疗保健) 医学物理学 放射科 肿瘤科 内科学 生物信息学 病理 物理疗法 护理部 生物
作者
Federico Cucchiara,Iacopo Petrini,Chiara Romei,Stefania Crucitta,M Lucchesi,Simona Valleggi,Cristina Scavone,Annalisa Capuano,Annalisa De Liperi,Antonio Chella,Romano Danesi,Marzia Del Re
出处
期刊:Pharmacological Research [Elsevier BV]
卷期号:169: 105643-105643 被引量:23
标识
DOI:10.1016/j.phrs.2021.105643
摘要

Lung cancer has become a paradigm for precision medicine in oncology, and liquid biopsy (LB) together with radiomics may have a great potential in this scenario. They are both minimally invasive, easy to perform, and can be repeated during patient's follow-up. Also, increasing evidence suggest that LB and radiomics may provide an efficient way to screen and diagnose tumors at an early stage, including the monitoring of any change in the tumor molecular profile. This could allow treatment optimization, improvement of patients' quality of life, and healthcare-related costs reduction. Latest reports on lung cancer patients suggest a combination of these two strategies, along with cutting-edge data analysis, to decode valuable information regarding tumor type, aggressiveness, progression, and response to treatment. The approach seems more compatible with clinical practice than the current standard, and provides new diagnostic companions being able to suggest the best treatment strategy compared to conventional methods. To implement radiomics and liquid biopsy directly into clinical practice, an artificial intelligence (AI)-based system could help to link patients' clinical data together with tumor molecular profiles and imaging characteristics. AI could also solve problems and limitations related to LB and radiomics methodologies. Further work is needed, including new health policies and the access to large amounts of high-quality and well-organized data, allowing a complementary and synergistic combination of LB and imaging, to provide an attractive choice e in the personalized treatment of lung cancer.
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