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Radiomics/Radiogenomics in Lung Cancer: Basic Principles and Initial Clinical Results
SIMPLE SUMMARY: Radiogenomics is a promising new approach in cancer assessment, providing an evaluation of the molecular basis of imaging phenotypes after establishing associations between radiological features and molecular features at the genomic–transcriptomic–proteomic level. This review focuses...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8997041/ https://www.ncbi.nlm.nih.gov/pubmed/35406429 http://dx.doi.org/10.3390/cancers14071657 |
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author | Anagnostopoulos, Athanasios K. Gaitanis, Anastasios Gkiozos, Ioannis Athanasiadis, Emmanouil I. Chatziioannou, Sofia N. Syrigos, Konstantinos N. Thanos, Dimitris Chatziioannou, Achilles N. Papanikolaou, Nikolaos |
author_facet | Anagnostopoulos, Athanasios K. Gaitanis, Anastasios Gkiozos, Ioannis Athanasiadis, Emmanouil I. Chatziioannou, Sofia N. Syrigos, Konstantinos N. Thanos, Dimitris Chatziioannou, Achilles N. Papanikolaou, Nikolaos |
author_sort | Anagnostopoulos, Athanasios K. |
collection | PubMed |
description | SIMPLE SUMMARY: Radiogenomics is a promising new approach in cancer assessment, providing an evaluation of the molecular basis of imaging phenotypes after establishing associations between radiological features and molecular features at the genomic–transcriptomic–proteomic level. This review focuses on describing key aspects of radiogenomics while discussing limitations of translatability to the clinic and possible solutions to these challenges, providing the clinician with an up-to-date handbook on how to use this new tool. 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. |
format | Online Article Text |
id | pubmed-8997041 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-89970412022-04-12 Radiomics/Radiogenomics in Lung Cancer: Basic Principles and Initial Clinical Results Anagnostopoulos, Athanasios K. Gaitanis, Anastasios Gkiozos, Ioannis Athanasiadis, Emmanouil I. Chatziioannou, Sofia N. Syrigos, Konstantinos N. Thanos, Dimitris Chatziioannou, Achilles N. Papanikolaou, Nikolaos Cancers (Basel) Review SIMPLE SUMMARY: Radiogenomics is a promising new approach in cancer assessment, providing an evaluation of the molecular basis of imaging phenotypes after establishing associations between radiological features and molecular features at the genomic–transcriptomic–proteomic level. This review focuses on describing key aspects of radiogenomics while discussing limitations of translatability to the clinic and possible solutions to these challenges, providing the clinician with an up-to-date handbook on how to use this new tool. 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. MDPI 2022-03-25 /pmc/articles/PMC8997041/ /pubmed/35406429 http://dx.doi.org/10.3390/cancers14071657 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Review Anagnostopoulos, Athanasios K. Gaitanis, Anastasios Gkiozos, Ioannis Athanasiadis, Emmanouil I. Chatziioannou, Sofia N. Syrigos, Konstantinos N. Thanos, Dimitris Chatziioannou, Achilles N. Papanikolaou, Nikolaos Radiomics/Radiogenomics in Lung Cancer: Basic Principles and Initial Clinical Results |
title | Radiomics/Radiogenomics in Lung Cancer: Basic Principles and Initial Clinical Results |
title_full | Radiomics/Radiogenomics in Lung Cancer: Basic Principles and Initial Clinical Results |
title_fullStr | Radiomics/Radiogenomics in Lung Cancer: Basic Principles and Initial Clinical Results |
title_full_unstemmed | Radiomics/Radiogenomics in Lung Cancer: Basic Principles and Initial Clinical Results |
title_short | Radiomics/Radiogenomics in Lung Cancer: Basic Principles and Initial Clinical Results |
title_sort | radiomics/radiogenomics in lung cancer: basic principles and initial clinical results |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8997041/ https://www.ncbi.nlm.nih.gov/pubmed/35406429 http://dx.doi.org/10.3390/cancers14071657 |
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