Journal Article
. 2017 Jan;1(2).
doi: 10.1080/23808993.2016.1164013.

Radiomics: a new application from established techniques

Vishwa Parekh 1 Michael A Jacobs 2 
Affiliations
  • PMID: 28042608
  •     130 References
  •     53 citations

Abstract

The increasing use of biomarkers in cancer have led to the concept of personalized medicine for patients. Personalized medicine provides better diagnosis and treatment options available to clinicians. Radiological imaging techniques provide an opportunity to deliver unique data on different types of tissue. However, obtaining useful information from all radiological data is challenging in the era of "big data". Recent advances in computational power and the use of genomics have generated a new area of research termed Radiomics. Radiomics is defined as the high throughput extraction of quantitative imaging features or texture (radiomics) from imaging to decode tissue pathology and creating a high dimensional data set for feature extraction. Radiomic features provide information about the gray-scale patterns, inter-pixel relationships. In addition, shape and spectral properties can be extracted within the same regions of interest on radiological images. Moreover, these features can be further used to develop computational models using advanced machine learning algorithms that may serve as a tool for personalized diagnosis and treatment guidance.

Keywords: ADC map; Breast; DWI; Genetics; Magnetic Resonance Imaging; Radiomics; cancer; diffusion-weighted imaging; informatics; machine learning; proton; texture; treatment response.

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IEEE Trans Med Imaging, 2001 Jun 14; 20(5). PMID: 11403201
An automatic diagnostic system for CT liver image classification.
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IEEE Trans Biomed Eng, 1998 Jun 04; 45(6). PMID: 9609943
Texture analysis of hippocampal sclerosis.
Leonardo Bonilha, Eliane Kobayashi, +4 authors, Li M Li.
Epilepsia, 2003 Nov 26; 44(12). PMID: 14636326
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Hongmin Cai, Lizhi Liu, +2 authors, Li Li.
BMC Cancer, 2014 Jun 03; 14. PMID: 24885156    Free PMC article.
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J Magn Reson Imaging, 2010 Aug 03; 32(2). PMID: 20677262
A computer-aided diagnostic system to characterize CT focal liver lesions: design and optimization of a neural network classifier.
Miltiades Gletsos, Stavroula G Mougiakakou, +3 authors, Dimitrios Kelekis.
IEEE Trans Inf Technol Biomed, 2003 Oct 02; 7(3). PMID: 14518728
Textural analysis of contrast-enhanced MR images of the breast.
Peter Gibbs, Lindsay W Turnbull.
Magn Reson Med, 2003 Jun 20; 50(1). PMID: 12815683
Quantitative computed tomographic descriptors associate tumor shape complexity and intratumor heterogeneity with prognosis in lung adenocarcinoma.
Olya Grove, Anders E Berglund, +11 authors, Robert J Gillies.
PLoS One, 2015 Mar 05; 10(3). PMID: 25739030    Free PMC article.
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Three dimensional texture analysis in MRI: a preliminary evaluation in gliomas.
Doaa Mahmoud-Ghoneim, Grégoire Toussaint, Jean Marc Constans, Jacques D de Certaines.
Magn Reson Imaging, 2003 Dec 20; 21(9). PMID: 14684200
Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach.
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Nat Commun, 2014 Jun 04; 5. PMID: 24892406    Free PMC article.
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A method for selecting the bin size of a time histogram.
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Neural Comput, 2007 Apr 21; 19(6). PMID: 17444758
Texture analysis of lesions in breast ultrasound images.
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Comput Med Imaging Graph, 2002 Sep 03; 26(5). PMID: 12204234
A quantitative symmetry-based analysis of hyperacute ischemic stroke lesions in noncontrast computed tomography.
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Med Phys, 2017 Jan 10; 44(1). PMID: 28066898    Free PMC article.
Radiomics-based Prognosis Analysis for Non-Small Cell Lung Cancer.
Yucheng Zhang, Anastasia Oikonomou, +2 authors, Farzad Khalvati.
Sci Rep, 2017 Apr 19; 7. PMID: 28418006    Free PMC article.
Assessment of treatment response during chemoradiation therapy for pancreatic cancer based on quantitative radiomic analysis of daily CTs: An exploratory study.
Xiaojian Chen, Kiyoko Oshima, +9 authors, X Allen Li.
PLoS One, 2017 Jun 03; 12(6). PMID: 28575105    Free PMC article.
Prediction of disease-free survival by the PET/CT radiomic signature in non-small cell lung cancer patients undergoing surgery.
Margarita Kirienko, Luca Cozzi, +6 authors, Martina Sollini.
Eur J Nucl Med Mol Imaging, 2017 Sep 26; 45(2). PMID: 28944403
Integrated radiomic framework for breast cancer and tumor biology using advanced machine learning and multiparametric MRI.
Vishwa S Parekh, Michael A Jacobs.
NPJ Breast Cancer, 2017 Nov 21; 3. PMID: 29152563    Free PMC article.
Pulmonary quantitative CT imaging in focal and diffuse disease: current research and clinical applications.
Mario Silva, Gianluca Milanese, +2 authors, Nicola Sverzellati.
Br J Radiol, 2017 Nov 28; 91(1083). PMID: 29172671    Free PMC article.
Review.
Towards precision medicine: from quantitative imaging to radiomics.
U Rajendra Acharya, Yuki Hagiwara, +2 authors, Kwan Hoong Ng.
J Zhejiang Univ Sci B, 2018 Jan 09; 19(1). PMID: 29308604    Free PMC article.
Review.
Robustness versus disease differentiation when varying parameter settings in radiomics features: application to nasopharyngeal PET/CT.
Wenbing Lv, Qingyu Yuan, +7 authors, Lijun Lu.
Eur Radiol, 2018 Mar 10; 28(8). PMID: 29520429
Computer-aided diagnosis with radiogenomics: analysis of the relationship between genotype and morphological changes of the brain magnetic resonance images.
Chiharu Kai, Yoshikazu Uchiyama, +2 authors, Kunio Doi.
Radiol Phys Technol, 2018 May 12; 11(3). PMID: 29750429
Radiomics for Response and Outcome Assessment for Non-Small Cell Lung Cancer.
Liting Shi, Yaoyao He, +4 authors, Yi Rong.
Technol Cancer Res Treat, 2018 Jun 27; 17. PMID: 29940810    Free PMC article.
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Application of Radiomics and Decision Support Systems for Breast MR Differential Diagnosis.
Ioannis Tsougos, Alexandros Vamvakas, +2 authors, Katerina Vassiou.
Comput Math Methods Med, 2018 Oct 23; 2018. PMID: 30344618    Free PMC article.
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Voxel-based identification of local recurrence sub-regions from pre-treatment PET/CT for locally advanced head and neck cancers.
J Beaumont, O Acosta, +4 authors, J Castelli.
EJNMMI Res, 2019 Sep 20; 9(1). PMID: 31535233    Free PMC article.
Technical Note: Proof of concept for radiomics-based quality assurance for computed tomography.
Luciano R F Branco, Rachel B Ger, +3 authors, Rick R Layman.
J Appl Clin Med Phys, 2019 Oct 15; 20(11). PMID: 31609076    Free PMC article.
Radiomic Nomogram Improves Preoperative T Category Accuracy in Locally Advanced Laryngeal Carcinoma.
Fei Wang, Bin Zhang, +9 authors, Shuixing Zhang.
Front Oncol, 2019 Nov 05; 9. PMID: 31681598    Free PMC article.
Radiomics in stratification of pancreatic cystic lesions: Machine learning in action.
Vipin Dalal, Joseph Carmicheal, +3 authors, Surinder K Batra.
Cancer Lett, 2019 Oct 21; 469. PMID: 31629933    Free PMC article.
Review.
A New Application of Multimodality Radiomics Improves Diagnostic Accuracy of Nonpalpable Breast Lesions in Patients with Microcalcifications-Only in Mammography.
Shujun Chen, Xiaojun Guan, +6 authors, Feng Shao.
Med Sci Monit, 2019 Dec 21; 25. PMID: 31860635    Free PMC article.
Radiomics of peripheral nerves MRI in mild carpal and cubital tunnel syndrome.
Federica Rossi, Bianca Bignotti, +3 authors, Alberto Stefano Tagliafico.
Radiol Med, 2019 Nov 28; 125(2). PMID: 31773457
Precise hepatectomy in the intelligent digital era.
Hao Chen, Yuchen He, Weidong Jia.
Int J Biol Sci, 2020 Feb 06; 16(3). PMID: 32015674    Free PMC article.
Review.
Radiomics Analysis of PET and CT Components of PET/CT Imaging Integrated with Clinical Parameters: Application to Prognosis for Nasopharyngeal Carcinoma.
Wenbing Lv, Qingyu Yuan, +5 authors, Lijun Lu.
Mol Imaging Biol, 2019 Jan 24; 21(5). PMID: 30671740
RaCaT: An open source and easy to use radiomics calculator tool.
Elisabeth Pfaehler, Alex Zwanenburg, Johan R de Jong, Ronald Boellaard.
PLoS One, 2019 Feb 21; 14(2). PMID: 30785937    Free PMC article.
The Applications of Radiomics in Precision Diagnosis and Treatment of Oncology: Opportunities and Challenges.
Zhenyu Liu, Shuo Wang, +8 authors, Jie Tian.
Theranostics, 2019 Mar 15; 9(5). PMID: 30867832    Free PMC article.
Highly Cited. Review.
Multiparametric radiomics methods for breast cancer tissue characterization using radiological imaging.
Vishwa S Parekh, Michael A Jacobs.
Breast Cancer Res Treat, 2020 Feb 06; 180(2). PMID: 32020435    Free PMC article.
Radiomics and Deep Learning: Hepatic Applications.
Hyo Jung Park, Bumwoo Park, Seung Soo Lee.
Korean J Radiol, 2020 Mar 21; 21(4). PMID: 32193887    Free PMC article.
Review.
Comparison of radiomics machine-learning classifiers and feature selection for differentiation of sacral chordoma and sacral giant cell tumour based on 3D computed tomography features.
Ping Yin, Ning Mao, +4 authors, Nan Hong.
Eur Radiol, 2018 Oct 04; 29(4). PMID: 30280245
Differentiating kidney stones from phleboliths in unenhanced low-dose computed tomography using radiomics and machine learning.
Thomas De Perrot, Jeremy Hofmeister, +4 authors, Xavier Montet.
Eur Radiol, 2019 Feb 13; 29(9). PMID: 30747299
Electron Density and Biologically Effective Dose (BED) Radiomics-Based Machine Learning Models to Predict Late Radiation-Induced Subcutaneous Fibrosis.
Michele Avanzo, Giovanni Pirrone, +10 authors, Giovanna Sartor.
Front Oncol, 2020 May 07; 10. PMID: 32373520    Free PMC article.
Breast MRI texture analysis for prediction of BRCA-associated genetic risk.
Georgia Vasileiou, Maria J Costa, +14 authors, Matthias Hammon.
BMC Med Imaging, 2020 Jul 31; 20(1). PMID: 32727387    Free PMC article.
Radiomics for Tumor Characterization in Breast Cancer Patients: A Feasibility Study Comparing Contrast-Enhanced Mammography and Magnetic Resonance Imaging.
Maria Adele Marino, Doris Leithner, +4 authors, Maxine S Jochelson.
Diagnostics (Basel), 2020 Jul 28; 10(7). PMID: 32708512    Free PMC article.
Radiomics for the Diagnosis and Differentiation of Pancreatic Cystic Lesions.
Jorge D Machicado, Eugene J Koay, Somashekar G Krishna.
Diagnostics (Basel), 2020 Jul 28; 10(7). PMID: 32708348    Free PMC article.
Review.
Integrative radiogenomics for virtual biopsy and treatment monitoring in ovarian cancer.
Paula Martin-Gonzalez, Mireia Crispin-Ortuzar, +9 authors, Evis Sala.
Insights Imaging, 2020 Aug 18; 11(1). PMID: 32804260    Free PMC article.
Review.
Parallel comparison and combining effect of radiomic and emerging genomic data for prognostic stratification of non-small cell lung carcinoma patients.
Ki Hwan Kim, Jinho Kim, +5 authors, Woong-Yang Park.
Thorac Cancer, 2020 Jul 24; 11(9). PMID: 32700470    Free PMC article.
Radiomics - the value of the numbers in present and future radiology.
Mateusz Patyk, Jurand Silicki, +3 authors, Urszula Zaleska-Dorobisz.
Pol J Radiol, 2019 Jan 11; 83. PMID: 30627231    Free PMC article.
Review.
Deep learning and radiomics in precision medicine.
Vishwa S Parekh, Michael A Jacobs.
Expert Rev Precis Med Drug Dev, 2019 May 14; 4(2). PMID: 31080889    Free PMC article.
Radiomics in radiation oncology-basics, methods, and limitations.
Philipp Lohmann, Khaled Bousabarah, Mauritius Hoevels, Harald Treuer.
Strahlenther Onkol, 2020 Jul 11; 196(10). PMID: 32647917    Free PMC article.
Review.
Optimal co-clinical radiomics: Sensitivity of radiomic features to tumour volume, image noise and resolution in co-clinical T1-weighted and T2-weighted magnetic resonance imaging.
Sudipta Roy, Timothy D Whitehead, +5 authors, Kooresh I Shoghi.
EBioMedicine, 2020 Sep 06; 59. PMID: 32891051    Free PMC article.
Artificial intelligence in medical imaging: A radiomic guide to precision phenotyping of cardiovascular disease.
Evangelos K Oikonomou, Musib Siddique, Charalambos Antoniades.
Cardiovasc Res, 2020 Feb 25; 116(13). PMID: 32090243    Free PMC article.
Integrated Multiparametric Radiomics and Informatics System for Characterizing Breast Tumor Characteristics with the OncotypeDX Gene Assay.
Michael A Jacobs, Christopher B Umbricht, +5 authors, Antonio C Wolff.
Cancers (Basel), 2020 Oct 01; 12(10). PMID: 32992569    Free PMC article.
Radiogenomics of lung cancer.
Chi Wah Wong, Ammar Chaudhry.
J Thorac Dis, 2020 Nov 05; 12(9). PMID: 33145087    Free PMC article.
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Development and validation of radiomics model built by incorporating machine learning for identifying liver fibrosis and early-stage cirrhosis.
Qing-Tao Qiu, Jing Zhang, +3 authors, Yong Yin.
Chin Med J (Engl), 2020 Oct 04; 133(22). PMID: 33009025    Free PMC article.
MRI Radiomic Features to Predict IDH1 Mutation Status in Gliomas: A Machine Learning Approach using Gradient Tree Boosting.
Yu Sakai, Chen Yang, +6 authors, Kambiz Nael.
Int J Mol Sci, 2020 Oct 31; 21(21). PMID: 33121211    Free PMC article.
Distinguishing True Progression From Radionecrosis After Stereotactic Radiation Therapy for Brain Metastases With Machine Learning and Radiomics.
Luke Peng, Vishwa Parekh, +19 authors, Lawrence Kleinberg.
Int J Radiat Oncol Biol Phys, 2018 Oct 26; 102(4). PMID: 30353872    Free PMC article.
Prediction early recurrence of hepatocellular carcinoma eligible for curative ablation using a Radiomics nomogram.
Chunwang Yuan, Zhenchang Wang, +10 authors, Jiliang Feng.
Cancer Imaging, 2019 Apr 28; 19(1). PMID: 31027510    Free PMC article.
[Study Progress of Radiomics in Precision Medicine for Lung Cancer].
Zhang Shi, Xuefeng Zhang, Tao Jiang.
Zhongguo Fei Ai Za Zhi, 2019 Jun 15; 22(6). PMID: 31196373    Free PMC article.
Review.
Quantitative CT texture analysis for diagnosing systemic sclerosis: Effect of iterative reconstructions and radiation doses.
Gianluca Milanese, Manoj Mannil, +3 authors, Thomas Frauenfelder.
Medicine (Baltimore), 2019 Jul 25; 98(29). PMID: 31335694    Free PMC article.
Spatial Bayesian modeling of GLCM with application to malignant lesion characterization.
Xiao Li, Michele Guindani, Chaan S Ng, Brian P Hobbs.
J Appl Stat, 2018 Jan 01; 46(2). PMID: 31439980    Free PMC article.
MRI Radiomics for Prediction of Tumor Response and Downstaging in Rectal Cancer Patients after Preoperative Chemoradiation.
Haihui Chen, Liting Shi, +6 authors, Yi Rong.
Adv Radiat Oncol, 2020 Dec 12; 5(6). PMID: 33305090    Free PMC article.
Correlating Radiomic Features of Heterogeneity on CT with Circulating Tumor DNA in Metastatic Melanoma.
Andrew B Gill, Leonardo Rundo, +11 authors, Ferdia A Gallagher.
Cancers (Basel), 2020 Dec 02; 12(12). PMID: 33255267    Free PMC article.
Investigating multi-radiomic models for enhancing prediction power of cervical cancer treatment outcomes.
Baderaldeen A Altazi, Daniel C Fernandez, +8 authors, Eduardo G Moros.
Phys Med, 2018 Feb 25; 46. PMID: 29475772    Free PMC article.
Feasibility of MRI Radiomics for Predicting KRAS Mutation in Rectal Cancer.
Xiao-Fang Quo, Wen-Qian Yang, +4 authors, Hai-Bo Xu.
Curr Med Sci, 2021 Jan 12; 40(6). PMID: 33428144
Application of digital mammography-based radiomics in the differentiation of benign and malignant round-like breast tumors and the prediction of molecular subtypes.
Lanyun Wang, Wenjun Yang, +6 authors, Bin Song.
Gland Surg, 2021 Jan 16; 9(6). PMID: 33447551    Free PMC article.
Pancreatic neuroendocrine tumours: spectrum of imaging findings.
Eleonora Bicci, Diletta Cozzi, +3 authors, Vittorio Miele.
Gland Surg, 2021 Jan 16; 9(6). PMID: 33447574    Free PMC article.
Review.
Radiomics of hepatocellular carcinoma.
Sara Lewis, Stefanie Hectors, Bachir Taouli.
Abdom Radiol (NY), 2020 Jan 12; 46(1). PMID: 31925492
Review.
Stratification of cystic renal masses into benign and potentially malignant: applying machine learning to the bosniak classification.
Nityanand Miskin, Lei Qin, +4 authors, Atul B Shinagare.
Abdom Radiol (NY), 2020 Jul 03; 46(1). PMID: 32613401