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Radiomics/Radiogenomics in Lung Cancer: Basic Principles and Initial Clinical Results

Athanasios K. Anagnostopoulos, Anastasios Gaitanis, Ioannis Gkiozos, Emmanouil Athanasiadis, Sofia Chatziioannou, Konstantinos N. Syrigos, Dimitris Thanos, Achilles Chatziioannou, Nickolas Papanikolaou

2022Cancers34 citationsDOIOpen Access PDF

Abstract

Lung cancer is the leading cause of cancer-related deaths worldwide, and elucidation of its complicated pathobiology has been traditionally targeted by studies incorporating genomic as well other high-throughput approaches. Recently, a collection of methods used for cancer imaging, supplemented by quantitative aspects leading towards imaging biomarker assessment termed "radiomics", has introduced a novel dimension in cancer research. Integration of genomics and radiomics approaches, where identifying the biological basis of imaging phenotypes is feasible due to the establishment of associations between molecular features at the genomic-transcriptomic-proteomic level and radiological features, has recently emerged termed radiogenomics. This review article aims to briefly describe the main aspects of radiogenomics, while discussing its basic limitations related to lung cancer clinical applications for clinicians, researchers and patients.

Topics & Concepts

RadiogenomicsRadiomicsLung cancerGenomicsCancerPrecision medicineComputational biologyMedicineBiomarkerBioinformaticsPathologyBiologyGenomeInternal medicineGeneticsRadiologyGeneRadiomics and Machine Learning in Medical ImagingLung Cancer Diagnosis and TreatmentAdvanced X-ray and CT Imaging
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